Introduction

There has been tremendous growth in the area of undergraduate biology research over the last fifteen years. This study attempts to summarize and analyze the progress of this growth for the journal of CBE-LSE.

Summary of initial data set

txt <- c("rawdata/CBE-LSE-2008-June2022/CBE-LSE-2008-June2022.txt")
data <- convert2df(file = txt, dbsource = 'wos', format = "plaintext") 
## 
## Converting your wos collection into a bibliographic dataframe
## 
## 
## Warning:
## In your file, some mandatory metadata are missing. Bibliometrix functions may not work properly!
## 
## Please, take a look at the vignettes:
## - 'Data Importing and Converting' (https://www.bibliometrix.org/vignettes/Data-Importing-and-Converting.html)
## - 'A brief introduction to bibliometrix' (https://www.bibliometrix.org/vignettes/Introduction_to_bibliometrix.html)
## 
## 
## Missing fields:  DE 
## Done!
## 
## 
## Generating affiliation field tag AU_UN from C1:  Done!
results <- biblioAnalysis(data, sep = ";")

theme_default <- theme(
    plot.caption = element_text(hjust = 0, face= "italic"),
    plot.title.position = "plot",
    plot.caption.position = "plot",
    panel.background = element_rect(fill = "white"),
    panel.grid = element_line(size = .25, color = "#99CCCC"),
    axis.ticks = element_blank(),
    legend.key = element_rect(color = "#F2F2F2"),
    legend.background = element_rect(fill = "white"),
    legend.position = "top",
    plot.background = element_rect(fill = "white")
    )

After the results are processed, they are stored as data tables for information reporting.

options(width=100)

S <- summary(object = results, pause = FALSE)
## 
## 
## MAIN INFORMATION ABOUT DATA
## 
##  Timespan                              2008 : 2022 
##  Sources (Journals, Books, etc)        1 
##  Documents                             1072 
##  Annual Growth Rate %                  -1.83 
##  Document Average Age                  6.54 
##  Average citations per doc             20.3 
##  Average citations per year per doc    2.577 
##  References                            26262 
##  
## DOCUMENT TYPES                     
##  article                 920 
##  bibliography            1 
##  book review             1 
##  correction              22 
##  editorial material      90 
##  letter                  33 
##  review                  5 
##  
## DOCUMENT CONTENTS
##  Keywords Plus (ID)                    1302 
##  Author's Keywords (DE)                0 
##  
## AUTHORS
##  Authors                               3187 
##  Author Appearances                    4746 
##  Authors of single-authored docs       93 
##  
## AUTHORS COLLABORATION
##  Single-authored docs                  157 
##  Documents per Author                  0.336 
##  Co-Authors per Doc                    4.43 
##  International co-authorships %        4.571 
##  
## 
## Annual Scientific Production
## 
##  Year    Articles
##     2008       57
##     2009       43
##     2010       73
##     2011       45
##     2012       53
##     2013       82
##     2014       78
##     2015       60
##     2016      109
##     2017       89
##     2018       94
##     2019       85
##     2020       86
##     2021       74
##     2022       44
## 
## Annual Percentage Growth Rate -1.832022 
## 
## 
## Most Productive Authors
## 
##    Authors        Articles Authors        Articles Fractionalized
## 1     BROWNELL SE       36    TANNER KD                     14.79
## 2     TANNER KD         34    DOLAN EL                      12.34
## 3     DOLAN EL          28    ALLEN D                       12.31
## 4     KNIGHT JK         26    EDDY SL                       11.17
## 5     EDDY SL           21    STARK LA                      10.29
## 6     SMITH MK          21    DOLAN E                        9.00
## 7     COOPER KM         19    BROWNELL SE                    8.57
## 8     ALLEN D           15    HOOPES LLM                     7.03
## 9     HOOPES LLM        15    KNIGHT JK                      6.94
## 10    STARK LA          15    GOUVEA JS                      5.33
## 
## 
## Top manuscripts per citations
## 
##            Paper                             DOI  TC TCperYear   NTC
## 1  AUCHINCLOSS LC, 2014,  10.1187/cbe.14-01-0004 444      49.3 11.06
## 2  JENSEN JL, 2015,       10.1187/cbe.14-08-0129 335      41.9  8.41
## 3  CROWE A, 2008,         10.1187/cbe.08-05-0024 308      20.5 12.67
## 4  ARMBRUSTER P, 2009,    10.1187/cbe.09-03-0025 285      20.4 13.80
## 5  BROWNELL SE, 2012,     10.1187/cbe.12-09-0163 269      24.5  8.40
## 6  BANGERA G, 2014,       10.1187/cbe.14-06-0099 265      29.4  6.60
## 7  EDDY SL, 2014,         10.1187/cbe.14-03-0050 245      27.2  6.11
## 8  MAHER JM, 2013,        10.1187/cbe.13-04-0082 219      21.9  8.50
## 9  SMITH MK, 2013,        10.1187/cbe.13-08-0154 216      21.6  8.39
## 10 TANNER KD, 2012,       10.1187/cbe.12-03-0033 214      19.5  6.68
## 
## 
## Corresponding Author's Countries
## 
##        Country Articles    Freq SCP MCP MCP_Ratio
## 1  USA              979 0.93238 947  32    0.0327
## 2  CANADA            23 0.02190  19   4    0.1739
## 3  GERMANY            6 0.00571   5   1    0.1667
## 4  SWEDEN             6 0.00571   2   4    0.6667
## 5  AUSTRALIA          5 0.00476   4   1    0.2000
## 6  NETHERLANDS        5 0.00476   5   0    0.0000
## 7  ISRAEL             3 0.00286   2   1    0.3333
## 8  BRAZIL             2 0.00190   2   0    0.0000
## 9  FRANCE             2 0.00190   1   1    0.5000
## 10 NEW ZEALAND        2 0.00190   1   1    0.5000
## 
## 
## SCP: Single Country Publications
## 
## MCP: Multiple Country Publications
## 
## 
## Total Citations per Country
## 
##      Country      Total Citations Average Article Citations
## 1  USA                      20738                     21.18
## 2  CANADA                     290                     12.61
## 3  SWEDEN                     192                     32.00
## 4  NETHERLANDS                172                     34.40
## 5  AUSTRALIA                   98                     19.60
## 6  CZECH REPUBLIC              41                     41.00
## 7  NORWAY                      33                     16.50
## 8  ISRAEL                      31                     10.33
## 9  GERMANY                     28                      4.67
## 10 CHINA                       21                     21.00
## 
## 
## Most Relevant Sources
## 
##                Sources        Articles
## 1 CBE-LIFE SCIENCES EDUCATION     1072
S
## $MainInformation
##  [1] "\n\nMAIN INFORMATION ABOUT DATA\n\n"                  "Timespan                              2008 : 2022 \n"
##  [3] "Sources (Journals, Books, etc)        1 \n"           "Documents                             1072 \n"       
##  [5] "Annual Growth Rate %                  -1.83 \n"       "Document Average Age                  6.54 \n"       
##  [7] "Average citations per doc             20.3 \n"        "Average citations per year per doc    2.577 \n"      
##  [9] "References                            26262 \n"       "\nDOCUMENT TYPES                     \n"             
## [11] "article                 920 \n"                       "bibliography            1 \n"                        
## [13] "book review             1 \n"                         "correction              22 \n"                       
## [15] "editorial material      90 \n"                        "letter                  33 \n"                       
## [17] "review                  5 \n"                         "\nDOCUMENT CONTENTS\n"                               
## [19] "Keywords Plus (ID)                    1302 \n"        "Author's Keywords (DE)                0 \n"          
## [21] "\nAUTHORS\n"                                          "Authors                               3187 \n"       
## [23] "Author Appearances                    4746 \n"        "Authors of single-authored docs       93 \n"         
## [25] "\nAUTHORS COLLABORATION\n"                            "Single-authored docs                  157 \n"        
## [27] "Documents per Author                  0.336 \n"       "Co-Authors per Doc                    4.43 \n"       
## [29] "International co-authorships %        4.571 \n"       "\n"                                                  
## 
## $MainInformationDF
##                                Description   Results
## 1              MAIN INFORMATION ABOUT DATA          
## 2                                 Timespan 2008:2022
## 3           Sources (Journals, Books, etc)         1
## 4                                Documents      1072
## 5  Annual Growth Rate %                  -      1.83
## 6                     Document Average Age      6.54
## 7                Average citations per doc      20.3
## 8       Average citations per year per doc     2.577
## 9                               References     26262
## 10                          DOCUMENT TYPES          
## 11                                 article       920
## 12                            bibliography         1
## 13                             book review         1
## 14                              correction        22
## 15                      editorial material        90
## 16                                  letter        33
## 17                                  review         5
## 18                       DOCUMENT CONTENTS          
## 19                      Keywords Plus (ID)      1302
## 20                  Author's Keywords (DE)         0
## 21                                 AUTHORS          
## 22                                 Authors      3187
## 23                      Author Appearances      4746
## 24         Authors of single-authored docs        93
## 25                   AUTHORS COLLABORATION          
## 26                    Single-authored docs       157
## 27                    Documents per Author     0.336
## 28                      Co-Authors per Doc      4.43
## 29          International co-authorships %     4.571
## 30                                                  
## 
## $AnnualProduction
##    Year    Articles
## 1     2008       57
## 2     2009       43
## 3     2010       73
## 4     2011       45
## 5     2012       53
## 6     2013       82
## 7     2014       78
## 8     2015       60
## 9     2016      109
## 10    2017       89
## 11    2018       94
## 12    2019       85
## 13    2020       86
## 14    2021       74
## 15    2022       44
## 
## $AnnualGrowthRate
## [1] -1.832022
## 
## $MostProdAuthors
##    Authors        Articles Authors        Articles Fractionalized
## 1     BROWNELL SE       36    TANNER KD                     14.79
## 2     TANNER KD         34    DOLAN EL                      12.34
## 3     DOLAN EL          28    ALLEN D                       12.31
## 4     KNIGHT JK         26    EDDY SL                       11.17
## 5     EDDY SL           21    STARK LA                      10.29
## 6     SMITH MK          21    DOLAN E                        9.00
## 7     COOPER KM         19    BROWNELL SE                    8.57
## 8     ALLEN D           15    HOOPES LLM                     7.03
## 9     HOOPES LLM        15    KNIGHT JK                      6.94
## 10    STARK LA          15    GOUVEA JS                      5.33
## 
## $MostCitedPapers
##            Paper                             DOI  TC TCperYear   NTC
## 1  AUCHINCLOSS LC, 2014,  10.1187/cbe.14-01-0004 444      49.3 11.06
## 2  JENSEN JL, 2015,       10.1187/cbe.14-08-0129 335      41.9  8.41
## 3  CROWE A, 2008,         10.1187/cbe.08-05-0024 308      20.5 12.67
## 4  ARMBRUSTER P, 2009,    10.1187/cbe.09-03-0025 285      20.4 13.80
## 5  BROWNELL SE, 2012,     10.1187/cbe.12-09-0163 269      24.5  8.40
## 6  BANGERA G, 2014,       10.1187/cbe.14-06-0099 265      29.4  6.60
## 7  EDDY SL, 2014,         10.1187/cbe.14-03-0050 245      27.2  6.11
## 8  MAHER JM, 2013,        10.1187/cbe.13-04-0082 219      21.9  8.50
## 9  SMITH MK, 2013,        10.1187/cbe.13-08-0154 216      21.6  8.39
## 10 TANNER KD, 2012,       10.1187/cbe.12-03-0033 214      19.5  6.68
## 
## $MostProdCountries
##        Country Articles    Freq SCP MCP MCP_Ratio
## 1  USA              979 0.93238 947  32    0.0327
## 2  CANADA            23 0.02190  19   4    0.1739
## 3  GERMANY            6 0.00571   5   1    0.1667
## 4  SWEDEN             6 0.00571   2   4    0.6667
## 5  AUSTRALIA          5 0.00476   4   1    0.2000
## 6  NETHERLANDS        5 0.00476   5   0    0.0000
## 7  ISRAEL             3 0.00286   2   1    0.3333
## 8  BRAZIL             2 0.00190   2   0    0.0000
## 9  FRANCE             2 0.00190   1   1    0.5000
## 10 NEW ZEALAND        2 0.00190   1   1    0.5000
## 
## $TCperCountries
##      Country      Total Citations Average Article Citations
## 1  USA                      20738                     21.18
## 2  CANADA                     290                     12.61
## 3  SWEDEN                     192                     32.00
## 4  NETHERLANDS                172                     34.40
## 5  AUSTRALIA                   98                     19.60
## 6  CZECH REPUBLIC              41                     41.00
## 7  NORWAY                      33                     16.50
## 8  ISRAEL                      31                     10.33
## 9  GERMANY                     28                      4.67
## 10 CHINA                       21                     21.00
## 
## $MostRelSources
##                Sources        Articles
## 1 CBE-LIFE SCIENCES EDUCATION     1072
## 
## $MostRelKeywords
## NULL
#plot(x=results, k=10, pause=F)
S$MainInformationDF
##                                Description   Results
## 1              MAIN INFORMATION ABOUT DATA          
## 2                                 Timespan 2008:2022
## 3           Sources (Journals, Books, etc)         1
## 4                                Documents      1072
## 5  Annual Growth Rate %                  -      1.83
## 6                     Document Average Age      6.54
## 7                Average citations per doc      20.3
## 8       Average citations per year per doc     2.577
## 9                               References     26262
## 10                          DOCUMENT TYPES          
## 11                                 article       920
## 12                            bibliography         1
## 13                             book review         1
## 14                              correction        22
## 15                      editorial material        90
## 16                                  letter        33
## 17                                  review         5
## 18                       DOCUMENT CONTENTS          
## 19                      Keywords Plus (ID)      1302
## 20                  Author's Keywords (DE)         0
## 21                                 AUTHORS          
## 22                                 Authors      3187
## 23                      Author Appearances      4746
## 24         Authors of single-authored docs        93
## 25                   AUTHORS COLLABORATION          
## 26                    Single-authored docs       157
## 27                    Documents per Author     0.336
## 28                      Co-Authors per Doc      4.43
## 29          International co-authorships %     4.571
## 30
dir.create("tables")
## Warning in dir.create("tables"): 'tables' already exists
write.csv(file = "tables/keywords.csv",as.data.frame(results$ID[1:20]))

write.csv(file = "tables/Maininformation.csv",S$MainInformationDF)

write.csv(file = "tables/ArticlesYears.csv",S$AnnualProduction)

write.csv(file = "tables/MostCitedPapers.csv",S$MostCitedPapers)

write.csv(file = "tables/MostProdAuthors.csv", S$MostProdAuthors)

write.csv(file = "tables/Universities.csv", results$Affiliations)

Research Questions

Basic overview of the field

colnames(S$AnnualProduction) <- make.names(colnames(S$AnnualProduction))

ggplot(data = S$AnnualProduction, mapping = aes(x = Year..., y = Articles, group = 1)) +
  geom_line(stat = "identity", color = "#266b6e", size = 1.5) + 
  geom_line(data = data.frame(x = as.factor(c(2021,2022)), y = c(74,40 + 25 + 20)), aes(x,y), linetype = 6, stat = "identity", color = "#1d4f60", size = 1, #alpha = 0.8
            ) + # added projected articles.
  #theme_dark() +
  scale_x_discrete(breaks = function(x){x[c(TRUE, FALSE)]}) +
  theme_default +
  theme(panel.grid.major.x = element_blank(),panel.grid.minor = element_blank(),panel.grid.major.y = element_line(size = 0.2))+
  labs(
    title = "Articles published per year",
    x = NULL,
    y = NULL,
  )

ggsave("figures/AnnualProductivity.jpg", 
       device = "jpeg", dpi = 400, bg = "white",
       width = 7, height = 4, units = "in", limitsize = FALSE)

Authoring

S$MostProdAuthors 
##    Authors        Articles Authors        Articles Fractionalized
## 1     BROWNELL SE       36    TANNER KD                     14.79
## 2     TANNER KD         34    DOLAN EL                      12.34
## 3     DOLAN EL          28    ALLEN D                       12.31
## 4     KNIGHT JK         26    EDDY SL                       11.17
## 5     EDDY SL           21    STARK LA                      10.29
## 6     SMITH MK          21    DOLAN E                        9.00
## 7     COOPER KM         19    BROWNELL SE                    8.57
## 8     ALLEN D           15    HOOPES LLM                     7.03
## 9     HOOPES LLM        15    KNIGHT JK                      6.94
## 10    STARK LA          15    GOUVEA JS                      5.33
authors=gsub(","," ",names(results$Authors))
indices <- Hindex(data, field = "author", elements = authors, sep = ";", years = Inf)

indices$H %>%
  dplyr::arrange(desc(NP))
##                     Element h_index g_index    m_index   TC NP PY_start
## 1               BROWNELL SE      18      36 1.63636364 1423 36     2012
## 2                 TANNER KD      16      34 1.06666667 1351 34     2008
## 3                  DOLAN EL      14      28 1.07692308 1354 28     2010
## 4                 KNIGHT JK      15      26 1.00000000  844 26     2008
## 5                   EDDY SL       9      21 1.00000000  760 21     2014
## 6                  SMITH MK      14      21 0.93333333  905 21     2008
## 7                 COOPER KM       8      15 1.14285714  251 19     2016
## 8                   ALLEN D       3       9 0.20000000   83 15     2008
## 9                HOOPES LLM       2      15 0.13333333  225 15     2008
## 10                 STARK LA       4       5 0.26666667   40 15     2008
## 11                 COUCH BA      10      14 1.25000000  255 14     2015
## 12               ANDREWS TC       7      13 0.77777778  222 13     2014
## 13                GRAHAM MJ       9      13 1.12500000  514 13     2015
## 14             SCHUSSLER EE       7      13 0.58333333  187 13     2011
## 15                CORWIN LA       7      12 0.87500000  443 12     2015
## 16               HANAUER DI       8      12 0.72727273  791 12     2012
## 17             WENDEROTH MP       9      12 0.60000000  872 12     2008
## 18                 PRICE RM       8      11 0.72727273  181 11     2012
## 19           URBAN-LURAIN M       7      11 0.53846154  216 11     2010
## 20                 BRAME CJ       6      10 0.40000000  340 10     2008
## 21                 LABOV JB       6      10 0.40000000  201 10     2008
## 22                LEMONS PP       7      10 0.63636364  183 10     2012
## 23                BALLEN CJ       4       9 0.66666667  189  9     2017
## 24                BARNES ME       7       9 1.00000000  119  9     2016
## 25                 COTNER S       5       9 0.35714286  133  9     2009
## 26                  DOLAN E       1       1 0.06666667    3  9     2008
## 27                   GIN LE       5       9 1.00000000  121  9     2018
## 28                LOPATTO D       7       9 0.53846154  556  9     2010
## 29                MOMSEN JL       5       9 0.38461538  317  9     2010
## 30              EBERT-MAY D       6       8 0.46153846  536  8     2010
## 31                FREEMAN S       8       8 0.61538462  422  8     2010
## 32               GORMALLY C       5       8 0.45454545  207  8     2012
## 33                GOUVEA JS       2       7 0.20000000   58  8     2013
## 34                  NEHM RH       6       8 0.50000000  132  8     2011
## 35              ANDERSON TR       4       7 0.44444444   80  7     2014
## 36               BRICKMAN P       6       7 0.54545455  313  7     2012
## 37                 CROWE AJ       6       7 0.66666667  170  7     2014
## 38                  FREY RF       3       5 0.42857143   33  7     2016
## 39             MARBACH-AD G       5       7 0.38461538  165  7     2010
## 40                  MCGEE R       6       7 0.85714286  274  7     2016
## 41                MERRILL J       5       7 0.45454545  130  7     2012
## 42                NEWMAN DL       4       7 0.36363636   98  7     2012
## 43             OFFERDAHL EG       5       7 0.38461538   99  7     2010
## 44                 PEREZ KE       7       7 0.53846154  165  7     2010
## 45              SCHINSKE JN       5       7 0.62500000  176  7     2015
## 46            SHORTLIDGE EE       5       7 1.00000000   63  7     2018
## 47                  WOOD WB       6       7 0.40000000  462  7     2008
## 48                AIKENS ML       4       6 0.57142857  102  6     2016
## 49                  BECK CW       4       6 0.44444444  127  6     2014
## 50                  BIROL G       6       6 0.50000000  166  6     2011
## 51               BRANCHAW J       4       6 0.30769231   92  6     2010
## 52                ELGIN SCR       6       6 0.46153846  313  6     2010
## 53                ESTRADA M       4       6 0.57142857  303  6     2016
## 54            KALINOWSKI ST       6       6 0.46153846  308  6     2010
## 55               LEONARD MJ       6       6 0.46153846  308  6     2010
## 56                PELAEZ NJ       5       6 0.41666667   66  6     2011
## 57               PREVOST LB       6       6 0.54545455  123  6     2012
## 58                SEIDEL SB       5       6 0.50000000  213  6     2013
## 59                 SPETH EB       5       6 0.38461538  141  6     2010
## 60                 STAINS M       5       6 0.62500000  244  6     2015
## 61               STANTON JD       5       6 0.62500000  101  6     2015
## 62                 WOODIN T       4       6 0.28571429  220  6     2009
## 63               ABRAHAM JK       3       5 0.27272727   67  5     2012
## 64               ANDREWS TM       5       5 0.38461538  288  5     2010
## 65                  ASAI DJ       3       5 0.30000000   29  5     2013
## 66                BOLGER MS       3       5 0.42857143   58  5     2016
## 67              BRANCHAW JL       3       5 0.33333333  463  5     2014
## 68          BYARS-WINSTON A       4       5 0.33333333   89  5     2011
## 69              CAMPBELL AM       4       5 0.36363636   85  5     2012
## 70                 COLEY JD       5       5 0.45454545  190  5     2012
## 71                COOPER MM       3       5 0.30000000   85  5     2013
## 72               DOHERTY JH       4       5 0.44444444   33  5     2014
## 73                   EDDY S       4       5 0.80000000  131  5     2018
## 74                 GOUVEA J       1       1 0.16666667    2  5     2017
## 75              GRUNSPAN DZ       5       5 0.55555556  176  5     2014
## 76                JENSEN JL       3       5 0.25000000  409  5     2011
## 77                KNIGHT JD       3       5 0.20000000   53  5     2008
## 78       LEVIS-FITZGERALD M       3       5 0.37500000   99  5     2015
## 79                LIMERI LB       3       5 0.75000000   39  5     2019
## 80                    LIU D       1       1 0.06666667    2  5     2008
## 81             LOERTSCHER J       3       5 0.33333333   68  5     2014
## 82                  LONG TM       4       5 0.30769231  212  5     2010
## 83             MARSTELLER P       5       5 0.38461538  100  5     2010
## 84                 MILLER S       4       5 0.26666667   90  5     2008
## 85             MUSGROVE MMC       1       2 0.33333333    6  5     2020
## 86                O'DOWD DK       4       5 0.28571429  214  5     2009
## 87                OLIMPO JT       4       5 0.57142857   93  5     2016
## 88                 PELAEZ N       3       5 0.33333333  493  5     2014
## 89                  PFUND C       4       5 0.30769231  120  5     2010
## 90              REINHOLZ DL       3       5 0.75000000   31  5     2019
## 91              REYNOLDS JA       5       5 0.41666667  153  5     2011
## 92             SCHUCHARDT A       2       4 0.50000000   23  5     2019
## 93                SHUSTER M       3       4 0.21428571   19  5     2009
## 94                 TANNER K       5       5 0.33333333  235  5     2008
## 95                WRIGHT LK       3       5 0.33333333   75  5     2014
## 96                  ZHENG Y       3       5 0.75000000   32  5     2019
## 97                BLUMER LS       2       4 0.28571429   27  4     2016
## 98                BURRUS LW       3       4 0.37500000   91  4     2015
## 99              CAMPBELL AG       4       4 0.40000000  232  4     2013
## 100             CAVANAGH AJ       3       4 0.42857143  117  4     2016
## 101                 CHEN XN       3       4 0.42857143  114  4     2016
## 102                CHUNG HM       3       4 0.23076923  267  4     2010
## 103              COLLINS TW       4       4 0.57142857   75  4     2016
## 104             DAVIDESCO I       2       3 0.50000000   14  4     2019
## 105                DAVIS GK       4       4 0.40000000   55  4     2013
## 106            DENETCLAW WF       4       4 0.40000000  248  4     2013
## 107              DONOVAN DA       3       4 0.30000000   71  4     2013
## 108                DRAKE AG       3       4 1.00000000   40  4     2020
## 109              ECKDAHL TT       3       4 0.23076923  268  4     2010
## 110               ESPARZA D       3       4 0.75000000   48  4     2019
## 111               FELDON DF       3       4 0.50000000   52  4     2017
## 112             FREDERICK J       4       4 0.36363636  147  4     2012
## 113              GARDNER GE       4       4 0.57142857   61  4     2016
## 114              GARDNER SM       3       4 0.50000000   38  4     2017
## 115                GIBBS KD       3       4 0.30000000  198  4     2013
## 116              GOODWIN EC       2       4 0.40000000   22  4     2018
## 117             GRINESKI SE       4       4 0.57142857   75  4     2016
## 118                HEBERT S       3       4 0.50000000   52  4     2017
## 119            HERNANDEZ PR       3       4 0.42857143  277  4     2016
## 120               HERRERA J       2       4 0.18181818   39  4     2012
## 121              HOSKINS SG       4       4 0.33333333  205  4     2011
## 122            HOSKINSON AM       2       4 0.15384615   25  4     2010
## 123               JOHNSON D       4       4 0.30769231  329  4     2010
## 124           KLYMKOWSKY MW       3       4 0.20000000  172  4     2008
## 125              LAURSEN SL       4       4 0.36363636  621  4     2012
## 126                   LO SM       3       4 0.75000000   25  4     2019
## 127                 MATZ RL       2       4 0.28571429   20  4     2016
## 128             MCDANIEL MA       3       4 0.75000000   22  4     2019
## 129                MOMSEN J       3       4 0.30000000  118  4     2013
## 130           MONTPLAISIR L       4       4 0.40000000  126  4     2013
## 131               POLLOCK C       4       4 0.40000000   84  4     2013
## 132               REEVES TD       3       4 0.42857143   79  4     2016
## 133            ROSENWALD AG       4       4 0.30769231  277  4     2010
## 134                 SATO BK       3       4 0.33333333   48  4     2014
## 135                SEMSAR K       4       4 0.33333333  108  4     2011
## 136              SHAFFER CD       3       4 0.23076923  267  4     2010
## 137                SMITH JI       4       4 0.30769231  110  4     2010
## 138              STETZER MR       4       4 0.44444444   98  4     2014
## 139               SUPRIYA K       1       2 0.33333333    8  4     2020
## 140             THOMPSON KV       3       4 0.23076923   88  4     2010
## 141             THOMPSON RJ       4       4 0.33333333  145  4     2011
## 142              TRUJILLO G       3       4 0.33333333  179  4     2014
## 143            UNDERWOOD SM       3       4 0.60000000   38  4     2018
## 144             WILLIAMS KS       3       4 0.25000000   61  4     2011
## 145               WILSON KJ       3       4 0.42857143   25  4     2016
## 146                 WISE SB       3       4 0.30000000   92  4     2013
## 147             WOLYNIAK MJ       2       4 0.22222222  142  4     2014
## 148               WRIGHT CD       4       4 0.57142857   66  4     2016
## 149                WRIGHT R       3       4 0.21428571   43  4     2009
## 150                 WYSE SA       4       4 0.30769231  184  4     2010
## 151         AGUILAR-ROCA NM       1       3 0.08333333   15  3     2011
## 152             ANDERSON CW       3       3 0.27272727   57  3     2012
## 153               ARAGON OR       3       3 0.42857143   89  3     2016
## 154              ARNESON JB       3       3 0.50000000   54  3     2017
## 155             AUERBACH AJ       3       3 0.50000000   31  3     2017
## 156               BAILEY EG       3       3 0.50000000   21  3     2017
## 157               BARNARD D       3       3 0.23076923  266  3     2010
## 158                 BASS KM       2       3 0.22222222   16  3     2014
## 159               BATZLI JM       3       3 0.27272727   34  3     2012
## 160                 BEAN AJ       2       3 0.40000000   30  3     2018
## 161                BHALLA S       3       3 0.23076923  266  3     2010
## 162          BISSONNETTE SA       2       3 0.33333333   19  3     2017
## 163              BROWNELL S       3       3 0.50000000   52  3     2017
## 164                BUHLER J       3       3 0.23076923  266  3     2010
## 165                 BUTZ AR       2       2 0.66666667    7  3     2020
## 166               CAHILL MJ       3       3 0.42857143   24  3     2016
## 167                CARNES M       2       3 0.16666667   77  3     2011
## 168           CHAKRAVERTY D       2       3 0.25000000   69  3     2015
## 169        CHANDRASEKARAN V       3       3 0.23076923  266  3     2010
## 170              CHUDLER EH       2       3 0.22222222   10  3     2014
## 171                CREECH C       2       2 0.66666667    8  3     2020
## 172                 DEANE T       3       3 0.33333333   54  3     2014
## 173               DEHAAN RL       3       3 0.21428571  123  3     2009
## 174                DENARO K       2       3 0.50000000    9  3     2019
## 175               DEPASS AL       2       3 0.40000000   30  3     2018
## 176                 DEWEY J       1       1 0.50000000    2  3     2021
## 177                 DIRKS C       3       3 0.20000000  436  3     2008
## 178                 DOWD JE       3       3 0.37500000   32  3     2015
## 179           DRITS-ESSER D       2       3 0.22222222   16  3     2014
## 180                   DU CG       3       3 0.23076923  266  3     2010
## 181                DUNBAR D       3       3 0.25000000  284  3     2011
## 182               DURHAM MF       2       3 0.28571429   76  3     2016
## 183                EATON CD       2       3 0.28571429   11  3     2016
## 184                 EVANS M       3       3 0.33333333  134  3     2014
## 185              FAGBODUN S       2       2 0.66666667    8  3     2020
## 186                 FESER J       3       3 0.27272727   43  3     2012
## 187              FROHLICH D       3       3 0.23076923  266  3     2010
## 188                  FUSE M       2       3 0.40000000   42  3     2018
## 189              GOODMAN AL       3       3 0.23076923  266  3     2010
## 190              GOVINDAN B       2       3 0.40000000   42  3     2018
## 191            HANDELSMAN J       2       3 0.13333333   51  3     2008
## 192                 HARMS U       2       3 0.33333333   20  3     2017
## 193                HARSH JA       2       3 0.50000000   30  3     2019
## 194              HATFULL GF       1       3 0.14285714   60  3     2016
## 195                HAUDEK K       2       3 0.50000000   16  3     2019
## 196               HAUDEK KC       2       3 0.18181818   71  3     2012
## 197                HAUSER C       3       3 0.23076923  266  3     2010
## 198              HAWKINS AJ       2       2 0.25000000    5  3     2015
## 199                   HE WL       3       3 0.33333333   36  3     2014
## 200                HENRY MA       1       3 0.25000000   44  3     2019
## 201               HERRON JC       3       3 0.20000000   61  3     2008
## 202                JEFFE DB       3       3 0.42857143   14  3     2016
## 203               JEFFERY E       3       3 0.33333333   54  3     2014
## 204                JENSEN M       2       3 0.18181818   26  3     2012
## 205           JENSEN-RYAN D       2       3 0.40000000   16  3     2018
## 206                JONES CJ       3       3 0.23076923  266  3     2010
## 207               KAEHLER M       3       3 0.23076923  266  3     2010
## 208              KENDALL KD       3       3 0.27272727   62  3     2012
## 209                KNEKTA E       2       3 0.50000000  106  3     2019
## 210                 KOHN KP       2       3 0.40000000   33  3     2018
## 211                 LANE AK       3       3 0.75000000   21  3     2019
## 212                 LEUNG W       3       3 0.23076923  266  3     2010
## 213                LEWIS JE       2       3 0.22222222   65  3     2014
## 214                 LIU DWC       1       3 0.09090909   17  3     2012
## 215                MAHER JM       2       3 0.20000000  273  3     2013
## 216                 MALOY J       3       3 0.75000000   14  3     2019
## 217           MASKIEWICZ AC       3       3 0.27272727   60  3     2012
## 218            MCFARLAND JL       3       3 0.50000000   94  3     2017
## 219                MCNEIL G       3       3 0.23076923  266  3     2010
## 220                  MEIR E       2       3 0.13333333   39  3     2008
## 221              MERRILL JE       3       3 0.25000000   79  3     2011
## 222            MINDERHOUT V       2       3 0.22222222   65  3     2014
## 223              MORALES DX       3       3 0.42857143   65  3     2016
## 224           MOSCARELLA RA       2       3 0.18181818   56  3     2012
## 225               NAGAMI PH       3       3 0.30000000   67  3     2013
## 226             NAGENGAST A       3       3 0.23076923  266  3     2010
## 227                 NOMME K       3       3 0.33333333   54  3     2014
## 228             OFFERDAHL E       3       3 0.30000000   91  3     2013
## 229               OSGOOD MP       2       3 0.13333333   35  3     2008
## 230           OVERVOORDE PJ       3       3 0.23076923  179  3     2010
## 231                OWENS MT       3       3 0.50000000   58  3     2017
## 232       PAPE-LINDSTROM PA       3       3 0.30000000   67  3     2013
## 233               PARRISH S       3       3 0.23076923  266  3     2010
## 234               PASION SG       2       3 0.40000000   42  3     2018
## 235               PAULEY MA       3       3 0.37500000   31  3     2015
## 236               PEFFER ME       1       1 0.16666667    1  3     2017
## 237             PENNINGS PS       2       3 0.40000000   42  3     2018
## 238              POLLENZ RS       2       3 0.33333333   23  3     2017
## 239            PRIBBENOW CM       2       3 0.28571429   32  3     2016
## 240                 REVIE D       3       3 0.23076923  266  3     2010
## 241                 RIGGS B       2       3 0.40000000   42  3     2018
## 242              ROBERTS JA       2       3 1.00000000   10  3     2021
## 243                 ROBIC S       3       3 0.23076923  161  3     2010
## 244           RODENBUSCH SE       3       3 0.42857143  242  3     2016
## 245                RUBIN MR       2       3 0.22222222  140  3     2014
## 246                RUNYON C       3       3 0.37500000  207  3     2015
## 247               RUNYON CR       3       3 0.50000000  122  3     2017
## 248               SAVILLE K       3       3 0.23076923  266  3     2010
## 249             SCHROEDER S       3       3 0.23076923  266  3     2010
## 250                SCOTT EE       3       3 0.60000000   19  3     2018
## 251              SEGARRA VA       3       3 0.50000000   22  3     2017
## 252               SHAPIRO C       2       3 0.40000000   33  3     2018
## 253                  SHAW M       3       3 0.23076923  266  3     2010
## 254               SINGER SR       3       3 0.21428571   81  3     2009
## 255                 SKUSE G       3       3 0.23076923  266  3     2010
## 256                 SMITH M       3       3 0.23076923  176  3     2010
## 257             SONERAL PAG       3       3 0.50000000   74  3     2017
## 258                SPRATT M       3       3 0.23076923  266  3     2010
## 259             SRIPATHI KN       1       3 0.25000000   10  3     2019
## 260                 STAMM J       3       3 0.23076923  266  3     2010
## 261         STANGER-HALL KF       3       3 0.23076923  131  3     2010
## 262              STEVENS MT       3       3 0.25000000   32  3     2011
## 263                STONE EM       2       3 0.20000000   23  3     2013
## 264              SUMMERS MM       3       3 0.60000000   38  3     2018
## 265             THEOBALD EJ       1       3 0.16666667   27  3     2017
## 266               THOMAN DB       2       3 0.28571429   54  3     2016
## 267             THOMPSON JS       3       3 0.23076923  266  3     2010
## 268              TIBELL LAE       2       3 0.15384615   93  3     2010
## 269         TOVEN-LINDSEY B       2       3 0.25000000   70  3     2015
## 270                 TRIPP B       2       3 0.50000000   32  3     2019
## 271              TRUJILLO C       3       3 0.25000000   52  3     2011
## 272               VINSON EL       3       3 0.33333333   87  3     2014
## 273               WATKINS J       2       3 0.15384615   31  3     2010
## 274              WAWERSIK M       3       3 0.23076923  266  3     2010
## 275            WEATHERTON M       2       3 1.00000000   10  3     2021
## 276               WESTON TJ       3       3 0.27272727  610  3     2012
## 277                WIEMAN C       2       3 0.22222222  163  3     2014
## 278               WIEMAN CE       2       3 0.20000000  222  3     2013
## 279             WIENHOLD CJ       2       3 0.40000000   16  3     2018
## 280             WILLIAMS AE       1       3 0.08333333   15  3     2011
## 281               WILSON MA       2       3 0.40000000   30  3     2018
## 282                WILTON M       2       3 0.50000000   15  3     2019
## 283              WOLFSON AJ       1       1 0.20000000    3  3     2018
## 284             YOUNGBLOM J       3       3 0.23076923  266  3     2010
## 285                 ZHONG M       2       3 0.66666667    9  3     2020
## 286              ABDULLAH C       2       2 0.25000000   14  2     2015
## 287               ADAMS AEM       2       2 0.25000000   36  2     2015
## 288          AGUILAR-ROCA N       2       2 0.14285714  189  2     2009
## 289               ALVAREZ C       2       2 0.15384615  170  2     2010
## 290              ALVAREZ CJ       1       2 0.06666667   97  2     2008
## 291             ANDERSON WL       1       2 0.06666667   16  2     2008
## 292                 ANGRA A       2       2 0.33333333   19  2     2017
## 293                ASHLEY M       1       2 0.16666667   20  2     2017
## 294                 ASIF MZ       2       2 0.50000000   26  2     2019
## 295               ASQUITH P       2       2 0.25000000   44  2     2015
## 296            AUERBACH AJJ       2       2 0.50000000    9  2     2019
## 297                AVENA JS       1       1 0.25000000    2  2     2019
## 298                BAILEY C       2       2 0.15384615  223  2     2010
## 299               BANGERA G       2       2 0.22222222  284  2     2014
## 300                BANTA LM       2       2 0.18181818   21  2     2012
## 301               BARBER NC       2       2 0.22222222    8  2     2014
## 302               BARBER PH       2       2 0.25000000   66  2     2015
## 303               BARNES DW       1       2 0.12500000   27  2     2015
## 304              BARRERA AL       1       2 0.12500000   27  2     2015
## 305                 BASES J       1       2 0.11111111   28  2     2014
## 306                BATZLI J       2       2 0.13333333   30  2     2008
## 307                 BAUER M       1       1 0.33333333    1  2     2020
## 308               BAUERLE C       1       2 0.12500000    9  2     2015
## 309              BEAUPRE MM       1       2 0.08333333   15  2     2011
## 310              BEDARD JEJ       2       2 0.22222222  139  2     2014
## 311            BEDNARSKI AE       2       2 0.22222222  139  2     2014
## 312                 BELL JD       2       2 0.14285714   15  2     2009
## 313            BENABENTOS R       2       2 0.22222222   25  2     2014
## 314               BENTON HP       2       2 0.40000000   41  2     2018
## 315             BERGSMAN KC       2       2 0.22222222    8  2     2014
## 316                BHATT JM       2       2 0.50000000    7  2     2019
## 317                BIRREN B       1       2 0.50000000    5  2     2021
## 318                BLAIR JR       2       2 0.40000000   41  2     2018
## 319           BOBROWNICKI A       1       2 0.14285714   58  2     2016
## 320              BOONSTRA J       2       2 0.16666667   68  2     2011
## 321       BOUWMA-GEARHART J       1       2 0.25000000    6  2     2019
## 322                 BOYER J       2       2 0.40000000   13  2     2018
## 323                BOYER KE       2       2 0.40000000   41  2     2018
## 324                BRAUN DC       2       2 0.33333333   36  2     2017
## 325             BRECKLER JL       1       2 0.10000000   26  2     2013
## 326                 BREWE E       2       2 0.20000000   19  2     2013
## 327              BRIGATI JR       2       2 0.50000000   36  2     2019
## 328                BROWN TL       2       2 0.25000000   45  2     2015
## 329              BRUNELLI R       2       2 0.66666667    5  2     2020
## 330                 BRUNO J       2       2 0.40000000   34  2     2018
## 331                  BURG M       2       2 0.22222222  139  2     2014
## 332               BURGESS W       2       2 0.22222222   56  2     2014
## 333                BUSCH CA       1       2 0.50000000    4  2     2021
## 334                 BUSH SD       2       2 0.16666667   29  2     2011
## 335                BUXNER S       2       2 0.22222222   35  2     2014
## 336                 BYRD DT       2       2 0.40000000   41  2     2018
## 337                 CALA JM       2       2 0.33333333   50  2     2017
## 338          CALLIS-DUEHL K       1       2 0.33333333    7  2     2020
## 339              CAPORALE N       2       2 0.40000000   41  2     2018
## 340            CARPENTER EJ       2       2 0.40000000   41  2     2018
## 341     CARRERO-MARTINEZ FA       2       2 0.16666667   34  2     2011
## 342                CARSON S       2       2 0.14285714   16  2     2009
## 343               CARTER VC       2       2 0.15384615  103  2     2010
## 344                 CARY TL       2       2 0.50000000   14  2     2019
## 345             CATAVERO CM       2       2 0.18181818   22  2     2012
## 346                CHAN YHM       2       2 0.40000000   41  2     2018
## 347                CHANG AL       2       2 0.28571429   22  2     2016
## 348                 CHEN JC       1       2 0.20000000   26  2     2018
## 349           CHRISPEELS HE       2       2 0.22222222    9  2     2014
## 350           CHRISTENSEN W       2       2 0.20000000   48  2     2013
## 351       CHRISTOFFERSEN RE       1       2 0.25000000   12  2     2019
## 352                  CHU DS       2       2 0.40000000   41  2     2018
## 353                CLARK MD       2       2 0.33333333   36  2     2017
## 354                CLARKE B       2       2 0.20000000   44  2     2013
## 355                 CLASE K       2       2 0.22222222  140  2     2014
## 356             CLEMMONS AW       1       2 0.33333333   23  2     2020
## 357              COFFMAN CR       2       2 0.28571429   32  2     2016
## 358                COMBS ED       2       2 0.20000000   51  2     2013
## 359              CONNELL GL       2       2 0.28571429   64  2     2016
## 360                COOKE TJ       2       2 0.20000000   44  2     2013
## 361                COOLEY A       1       1 0.50000000    1  2     2021
## 362                CORWIN L       1       2 0.25000000    5  2     2019
## 363               CREECH LR       2       2 0.18181818   28  2     2012
## 364               D'ARCY CE       2       2 0.50000000    7  2     2019
## 365              D'COSTA AR       1       2 0.12500000   27  2     2015
## 366              DAHMANI HR       2       2 0.14285714   21  2     2009
## 367             DASGUPTA AP       2       2 0.22222222   46  2     2014
## 368                DAVIS WB       2       2 0.40000000   17  2     2018
## 369          DE LA TORRE JR       2       2 0.40000000   41  2     2018
## 370             DE PILLIS L       2       2 0.15384615   10  2     2010
## 371                 DEAN DM       1       1 0.20000000    3  2     2018
## 372      DECHENNE-PETERS SE       2       2 0.28571429   63  2     2016
## 373                  DEES J       1       2 0.11111111   22  2     2014
## 374               DEJONG RJ       2       2 0.22222222  139  2     2014
## 375            DENNISTON KJ       1       2 0.10000000    7  2     2013
## 376              DERTING TL       2       2 0.15384615  105  2     2010
## 377             DIANGELO JR       2       2 0.22222222  139  2     2014
## 378        DIAZ-MARTINEZ LA       2       2 0.50000000    7  2     2019
## 379            DIBARTOLO PM       2       2 0.28571429   19  2     2016
## 380         DITTRICH-REED D       1       2 0.10000000    8  2     2013
## 381                DOWNEY N       2       2 0.15384615   58  2     2010
## 382             DRIESSEN EP       1       2 0.33333333   15  2     2020
## 383             DUBINSKY JM       1       2 0.09090909   20  2     2012
## 384               DUNLOP HM       2       2 0.66666667   18  2     2020
## 385                  DYE KM       2       2 0.33333333   33  2     2017
## 386               DZIRASA K       2       2 0.50000000   34  2     2019
## 387                  EBY LT       2       2 0.28571429   85  2     2016
## 388                 EISEN A       2       2 0.15384615   21  2     2010
## 389              ELLIOTT DB       2       2 0.66666667    5  2     2020
## 390              ENGLAND BJ       2       2 0.50000000   36  2     2019
## 391                FAGEN AP       1       2 0.07692308    6  2     2010
## 392                 FANG CM       2       2 0.50000000   34  2     2019
## 393               FIEDLER D       2       2 0.33333333   15  2     2017
## 394  FINDLEY-VAN NOSTRAND D       2       2 0.33333333   22  2     2017
## 395               FISHER GR       2       2 0.28571429   51  2     2016
## 396               FISHER KQ       1       2 0.20000000    6  2     2018
## 397                 FISK JN       2       2 0.22222222   66  2     2014
## 398              FLETCHER L       2       2 0.15384615  127  2     2010
## 399          FRANKENFELD CL       1       2 0.11111111   28  2     2014
## 400                 FRARY A       2       2 0.22222222  139  2     2014
## 401               FRENCH DP       2       2 0.20000000   32  2     2013
## 402               GAINES MS       2       2 0.20000000   34  2     2013
## 403               GIBSON CL       2       2 0.22222222    9  2     2014
## 404              GILBERT SL       1       2 0.10000000  216  2     2013
## 405              GODOY PDDM       2       2 0.25000000  338  2     2015
## 406              GOLDMAN MA       1       2 0.20000000   26  2     2018
## 407         GONZALEZ-NINO E       1       2 0.25000000   12  2     2019
## 408         GORDON-MESSER S       2       2 0.15384615   31  2     2010
## 409                GORGA JJ       2       2 0.33333333   54  2     2017
## 410                GOSSER Y       2       2 0.15384615  223  2     2010
## 411            GOTTESMAN AJ       2       2 0.20000000   79  2     2013
## 412                GOVIND S       2       2 0.22222222  139  2     2014
## 413           GREGG-JOLLY L       2       2 0.28571429   20  2     2016
## 414               GRISHAM W       1       2 0.07692308    7  2     2010
## 415                 GROSS D       2       2 0.25000000  133  2     2015
## 416             GUERRERO FA       2       2 0.66666667   35  2     2020
## 417                GUILD NA       1       2 0.07692308   90  2     2010
## 418             GUTIERREZ B       2       2 0.16666667   49  2     2011
## 419              HABERMAN A       2       2 0.22222222  139  2     2014
## 420                  HALL C       2       2 0.66666667    5  2     2020
## 421                 HALL JD       2       2 0.28571429   23  2     2016
## 422         HAMMONDS-ODIE L       2       2 0.50000000   18  2     2019
## 423                HARDIN J       1       2 0.06666667    4  2     2008
## 424                 HARK AT       2       2 0.22222222  139  2     2014
## 425              HARRELL JR       2       2 0.28571429   23  2     2016
## 426               HARRIS HE       2       2 0.40000000   41  2     2018
## 427               HARRIS MA       2       2 0.14285714   56  2     2009
## 428             HARRISON CD       2       2 0.40000000   41  2     2018
## 429              HARTLEY LM       2       2 0.28571429   18  2     2016
## 430          HASKEL-ITTAH M       2       2 0.40000000   14  2     2018
## 431                HASSON T       2       2 0.25000000   66  2     2015
## 432                   HE ZH       2       2 0.40000000   41  2     2018
## 433               HELIKAR T       1       2 0.33333333    4  2     2020
## 434              HENDRIX TM       2       2 0.66666667   18  2     2020
## 435               HEWLETT J       2       2 0.33333333   46  2     2017
## 436              HEWLETT JA       2       2 0.33333333   52  2     2017
## 437                HEYER LJ       2       2 0.18181818   15  2     2012
## 438                 HIATT A       2       2 0.20000000   32  2     2013
## 439           HIGHLANDER HC       1       2 0.16666667    8  2     2017
## 440             HIMELBLAU E       2       2 0.16666667   14  2     2011
## 441                 HISH AJ       2       2 0.50000000   34  2     2019
## 442               HODGES LC       2       2 0.40000000   20  2     2018
## 443               HOHMANN C       2       2 0.22222222   15  2     2014
## 444                 HOLE TN       2       2 0.33333333   33  2     2017
## 445                 HOLT EA       2       2 0.22222222   17  2     2014
## 446                  HOOD S       1       2 0.50000000   11  2     2021
## 447             HOOGEWERF A       2       2 0.22222222  139  2     2014
## 448                  HULL K       1       2 0.50000000   11  2     2021
## 449         HURST-KENNEDY J       1       2 0.12500000   27  2     2015
## 450               HURTADO S       1       2 0.14285714  191  2     2016
## 451             HUSBANDS JL       1       2 0.08333333    4  2     2011
## 452              INGALLS SB       2       2 0.40000000   41  2     2018
## 453               INGMIRE P       1       2 0.20000000   26  2     2018
## 454               INGRAM SL       2       2 0.66666667   22  2     2020
## 455              IRELAND SK       2       2 0.28571429   20  2     2016
## 456               IVERSON E       2       2 0.28571429   20  2     2016
## 457                  JACK T       2       2 0.20000000   33  2     2013
## 458           JACOBS-SERA D       1       1 1.00000000    1  2     2022
## 459                JAMES AC       2       2 1.00000000    5  2     2021
## 460             JENKINSON J       2       2 0.18181818   33  2     2012
## 461                 JEONG S       1       1 0.25000000    2  2     2019
## 462               JOHNSON E       2       2 0.14285714  289  2     2009
## 463               JONES FHM       1       2 0.10000000  216  2     2013
## 464               JUNGCK JR       2       2 0.15384615   15  2     2010
## 465                 KAATZ A       2       2 0.18181818   30  2     2012
## 466             KADANDALE P       2       2 0.22222222   31  2     2014
## 467                KADLEC L       2       2 0.22222222  139  2     2014
## 468                KELLEY L       1       2 0.25000000    8  2     2019
## 469               KELLEY LA       2       2 0.40000000   41  2     2018
## 470             KENNELLY PJ       1       1 0.20000000    3  2     2018
## 471                 KEY SCS       2       2 0.22222222  139  2     2014
## 472                 KISER S       1       2 0.25000000    7  2     2019
## 473             KLIONSKY DJ       1       2 0.06666667   11  2     2008
## 474               KNISLEY J       1       2 0.07692308    7  2     2010
## 475                KOKAN NP       2       2 0.22222222  139  2     2014
## 476                 KOPP OR       2       2 0.15384615  170  2     2010
## 477               KRAMER IM       2       2 0.14285714   21  2     2009
## 478           KRYJEVSKAIA M       2       2 0.20000000   88  2     2013
## 479               KULECK GA       2       2 0.15384615  170  2     2010
## 480               KUMMER TA       2       2 0.25000000  338  2     2015
## 481                LAWRIE G       2       2 0.22222222  470  2     2014
## 482               LAYTON RL       2       2 0.28571429   26  2     2016
## 483                  LEE SW       2       2 0.50000000   10  2     2019
## 484            LEIBOWITZ MJ       2       2 0.20000000   30  2     2013
## 485               LENHART S       2       2 0.15384615    7  2     2010
## 486                LEUPEN S       2       2 0.28571429   20  2     2016
## 487                LEWIN JD       2       2 0.22222222   80  2     2014
## 488              LIBARKIN J       2       2 0.18181818   47  2     2012
## 489                   LIE R       2       2 0.25000000   14  2     2015
## 490                LIGHT TL       2       2 0.40000000   41  2     2018
## 491            LINDSTAEDT B       2       2 0.16666667  163  2     2011
## 492             LINEBACK JE       2       2 0.16666667   68  2     2011
## 493               LINTON DL       2       2 0.22222222   62  2     2014
## 494                   LOM B       2       2 0.13333333   15  2     2008
## 495                  LONG T       1       2 0.11111111   30  2     2014
## 496              LOPILATO J       2       2 0.22222222  139  2     2014
## 497               LUCKIE DB       2       2 0.20000000   10  2     2013
## 498               LUDLOW LH       2       2 0.40000000   15  2     2018
## 499                  LUND L       2       2 0.40000000   41  2     2018
## 500             MACKINNON C       2       2 0.22222222  139  2     2014
## 501                MAHER MA       2       2 0.33333333   37  2     2017
## 502              MALTESE AV       2       2 0.50000000   30  2     2019
## 503              MANDUCA CA       2       2 0.18181818   24  2     2012
## 504               MARDIS ER       2       2 0.15384615  223  2     2010
## 505        MARQUEZ-MAGANA L       2       2 0.13333333   21  2     2008
## 506       MARQUEZ-MAGANA LM       2       2 0.40000000   41  2     2018
## 507     MARTINEZ-CRUZADO JC       2       2 0.22222222  139  2     2014
## 508            MARTINKOVA P       2       2 0.33333333   56  2     2017
## 509                MATSUI J       1       2 0.14285714  191  2     2016
## 510             MATTHEWS KE       2       2 0.15384615   42  2     2010
## 511             MCCONNELL M       2       2 0.40000000   13  2     2018
## 512               MCCOURT J       1       2 0.25000000    7  2     2019
## 513              MCCOURT JS       2       2 0.33333333   35  2     2017
## 514             MCDANIELS M       2       2 0.40000000   10  2     2018
## 515             MCDONNELL L       1       2 0.14285714   14  2     2016
## 516            MCELHINNY TL       2       2 0.18181818   58  2     2012
## 517                MCGILL G       2       2 0.18181818   33  2     2012
## 518             MCINTOSH BB       1       2 0.25000000    6  2     2019
## 519                 MEAD LS       2       2 0.18181818   58  2     2012
## 520              MEADERS CL       2       2 0.50000000   18  2     2019
## 521             MEDDLETON S       2       2 0.28571429   39  2     2016
## 522                   MEL S       2       2 0.22222222  139  2     2014
## 523               MERRITT B       2       2 0.15384615   50  2     2010
## 524               MILLER KG       2       2 0.20000000   33  2     2013
## 525               MILLER KR       2       2 0.22222222  121  2     2014
## 526          MILLER-SIMS VC       2       2 0.40000000   41  2     2018
## 527              MOFFATT CA       2       2 0.40000000   41  2     2018
## 528             MOHAMMED TF       1       2 0.50000000    5  2     2021
## 529                MONTI DL       1       2 0.16666667   45  2     2017
## 530          MONTPLAISIR LM       2       2 0.15384615   30  2     2010
## 531                MOORE VD       1       1 0.20000000    3  2     2018
## 532                MORRIS C       2       2 0.40000000   12  2     2018
## 533                MUDAY GK       2       2 0.22222222    9  2     2014
## 534               MURREN CJ       1       2 0.33333333    4  2     2020
## 535                 NAGY GA       2       2 0.50000000   34  2     2019
## 536                NELSON J       2       2 0.14285714   15  2     2009
## 537                NELSON N       2       2 0.40000000   12  2     2018
## 538                  NGAI C       1       2 0.20000000    4  2     2018
## 539            NICCHITTA CV       2       2 0.50000000   34  2     2019
## 540              O'BRIEN TC       2       2 0.40000000   29  2     2018
## 541             O'CONNOR CM       2       2 0.40000000   15  2     2018
## 542        PAPE-LINDSTROM P       2       2 0.28571429   23  2     2016
## 543             PARADISE CJ       2       2 0.20000000   21  2     2013
## 544                PARKER J       2       2 0.15384615   26  2     2010
## 545             PATTERSON R       2       2 0.40000000   41  2     2018
## 546           PELLETREAU KN       2       2 0.33333333   35  2     2017
## 547                 PEUGH J       2       2 0.33333333   41  2     2017
## 548             PHILLIPS AR       2       2 0.13333333   43  2     2008
## 549                PILARZ M       2       2 0.25000000  143  2     2015
## 550                 POET JL       2       2 0.15384615  129  2     2010
## 551                 PREMO J       1       2 0.20000000   12  2     2018
## 552              PRUNUSKE A       1       2 0.14285714    7  2     2016
## 553             PRUNUSKE AJ       2       2 0.20000000   40  2     2013
## 554              QUINLAN EL       1       2 0.12500000   27  2     2015
## 555               RAMIREZ G       2       2 0.50000000   25  2     2019
## 556               REASON RD       2       2 0.28571429   32  2     2016
## 557               REEVES PM       1       1 0.33333333    1  2     2020
## 558            REGISFORD EG       2       2 0.15384615  170  2     2010
## 559                 REID JW       2       2 0.66666667    9  2     2020
## 560              REINAGEL A       2       2 0.22222222   54  2     2014
## 561                RENKEN M       1       2 0.14285714   15  2     2016
## 562               REPICE MD       2       2 0.40000000    8  2     2018
## 563              RICHMOND G       2       2 0.15384615   50  2     2010
## 564              RISSING SW       1       2 0.07142857   49  2     2009
## 565            ROBERTSON AL       2       2 0.13333333   43  2     2008
## 566              ROEHRIG GH       1       2 0.09090909   20  2     2012
## 567                 ROKSA J       2       2 0.33333333   37  2     2017
## 568                ROMEO JM       2       2 0.40000000   41  2     2018
## 569                  ROSE S       2       2 0.40000000   12  2     2018
## 570             ROSENBERG M       2       2 0.50000000    7  2     2019
## 571            ROSENTHAL MZ       2       2 0.50000000   34  2     2019
## 572              ROSPLOCH K       2       2 0.25000000  143  2     2015
## 573              ROWLAND AA       2       2 0.40000000   40  2     2018
## 574               ROWLAND S       2       2 0.22222222  470  2     2014
## 575                  ROY SW       2       2 0.40000000   41  2     2018
## 576                 RUNCK C       1       2 0.12500000   27  2     2015
## 577              RUSSELL JE       1       2 0.12500000   27  2     2015
## 578            RUSSO-TAIT T       2       2 0.40000000   41  2     2018
## 579               SADLER PM       2       2 0.20000000   14  2     2013
## 580              SADSELIA S       2       2 0.28571429   85  2     2016
## 581                SALEHI S       2       2 0.33333333   92  2     2017
## 582              SANDERS EA       2       2 0.20000000   56  2     2013
## 583              SANDERS ER       2       2 0.33333333   23  2     2017
## 584              SAWTELLE V       2       2 0.20000000   47  2     2013
## 585                SCAGER K       2       2 0.16666667   68  2     2011
## 586              SCHINSKE J       2       2 0.22222222   88  2     2014
## 587             SCHLUETER M       1       2 0.12500000   27  2     2015
## 588            SCHMIEMANN P       1       1 0.50000000    1  2     2021
## 589          SCHNEEBERGER P       2       2 0.14285714   21  2     2009
## 590            SCHOTTLER NA       1       2 0.07692308    7  2     2010
## 591              SCHULTZ PW       1       2 0.20000000   97  2     2018
## 592              SCHWARZ JA       2       2 0.18181818   21  2     2012
## 593        SCHWEINGRUBER HA       2       2 0.14285714   51  2     2009
## 594              SEBESTA AJ       2       2 0.33333333   40  2     2017
## 595              SEHGAL RNM       1       2 0.20000000   26  2     2018
## 596               SELLAMI N       2       2 0.33333333   21  2     2017
## 597           SENSIBAUGH CA       1       2 0.16666667    4  2     2017
## 598              SHAFFER JF       2       2 0.33333333   18  2     2017
## 599             SHEPHERD VL       2       2 0.18181818   11  2     2012
## 600               SHUMAN JK       2       2 0.50000000   18  2     2019
## 601             SILVEIRA LA       2       2 0.13333333   28  2     2008
## 602              SINATRA GM       2       2 0.66666667   18  2     2020
## 603            SIVANATHAN V       1       1 1.00000000    1  2     2022
## 604                SMITH AR       2       2 0.22222222   14  2     2014
## 605                SMITH CD       2       2 0.22222222  139  2     2014
## 606                SMITH MA       2       2 0.22222222  115  2     2014
## 607                SMITH ST       2       2 0.22222222  139  2     2014
## 608              SOLOMON ED       2       2 0.40000000   11  2     2018
## 609             SORKNESS CA       2       2 0.25000000   44  2     2015
## 610             SOUTHARD KM       1       2 0.10000000   50  2     2013
## 611                SPANA EP       2       2 0.15384615  170  2     2010
## 612              SPENCER KC       2       2 0.25000000   44  2     2015
## 613               SPICER GS       2       2 0.40000000   41  2     2018
## 614           SREENIVASAN A       2       2 0.22222222  139  2     2014
## 615              ST CLAIR B       1       1 0.33333333    3  2     2020
## 616           ST JULIANA JR       2       2 1.00000000    5  2     2021
## 617              STEVENS LM       2       2 0.16666667  126  2     2011
## 618            STOLTZFUS JR       2       2 0.28571429   30  2     2016
## 619              SUDDUTH EB       1       2 0.12500000   27  2     2015
## 620              SWEEDER RD       2       2 0.18181818   28  2     2012
## 621                  SWEI A       2       2 0.40000000   41  2     2018
## 622                  TAI RH       2       2 0.33333333   10  2     2017
## 623                 TERRY M       2       2 0.20000000   32  2     2013
## 624              THAKORE BK       2       2 0.33333333   31  2     2017
## 625              THANUKOS A       2       2 0.18181818   58  2     2012
## 626                 THIRY H       2       2 0.18181818  114  2     2012
## 627                THOMAS S       2       2 0.22222222  109  2     2014
## 628             THOMPSON JJ       1       2 0.20000000   13  2     2018
## 629             THOMPSON SK       2       2 0.66666667    6  2     2020
## 630              TIMBROOK J       2       2 0.33333333   50  2     2017
## 631                  TOUR E       2       2 0.25000000   14  2     2015
## 632         TRAUSTADOTTIR T       2       2 0.25000000   36  2     2015
## 633             TRIPLETT EW       2       2 0.25000000   25  2     2015
## 634             TRUJILLO CM       2       2 0.25000000   20  2     2015
## 635                  TSAI M       1       2 0.08333333   15  2     2011
## 636       VAN METER-ADAMS A       1       2 0.11111111   28  2     2014
## 637                VARGAS C       2       2 1.00000000    6  2     2021
## 638                VARTY AK       1       2 0.14285714   12  2     2016
## 639                VASALY H       2       2 0.20000000   37  2     2013
## 640               VASALY HL       1       2 0.10000000    7  2     2013
## 641               VICKREY T       2       2 0.25000000  160  2     2015
## 642               WAGLER AE       2       2 0.66666667   29  2     2020
## 643        WALCK-SHANNON EM       1       2 0.25000000    8  2     2019
## 644               WALKER JD       2       2 0.13333333   96  2     2008
## 645                 WALLS M       2       2 0.20000000   44  2     2013
## 646                WALSH JP       1       2 0.08333333   16  2     2011
## 647            WARSCHAUER M       2       2 0.22222222   31  2     2014
## 648               WATKINS K       2       2 0.28571429   85  2     2016
## 649                  WEI CA       2       2 0.16666667  104  2     2011
## 650      WERNER-WASHBURNE M       2       2 0.28571429  194  2     2016
## 651           WHITTINGTON R       2       2 1.00000000    5  2     2021
## 652               WIEGANT F       2       2 0.16666667   68  2     2011
## 653           WIESENTHAL NJ       1       2 0.50000000    5  2     2021
## 654              WIGGINS BL       2       2 0.22222222  141  2     2014
## 655             WILLIAMS KR       2       2 0.50000000   14  2     2019
## 656                WILSON J       2       2 0.20000000   44  2     2013
## 657                WINKEL A       1       2 0.07142857   15  2     2009
## 658            WISCHUSEN EW       2       2 0.20000000   33  2     2013
## 659             WITHEROW DS       2       2 0.14285714   16  2     2009
## 660               WITHERS M       2       2 0.18181818   41  2     2012
## 661                  WONG A       2       2 0.16666667   58  2     2011
## 662                  WONG M       1       2 0.08333333   15  2     2011
## 663                   WU JL       2       2 0.14285714   15  2     2009
## 664                  WYSE S       1       2 0.07692308   51  2     2010
## 665             YAMAMOTO KR       2       2 0.15384615  115  2     2010
## 666                YARDEN A       2       2 0.40000000   14  2     2018
## 667                   YIN Y       2       2 0.33333333   41  2     2017
## 668                  YOHO R       1       2 0.25000000    9  2     2019
## 669                  YOU HS       1       2 0.25000000    9  2     2019
## 670                YOUNG GR       1       2 0.25000000   11  2     2019
## 671               ZAGALLO P       2       2 0.28571429   21  2     2016
## 672              ZAMUDIO KR       2       2 0.33333333   93  2     2017
## 673                ZAVALA M       2       2 0.28571429  203  2     2016
## 674                 ZHOU LM       2       2 0.22222222  139  2     2014
## 675             ABDELLA BRJ       1       1 0.10000000    4  1     2013
## 676          ABERCROMBIE CL       1       1 0.09090909   24  1     2012
## 677               ABSHIRE E       1       1 0.14285714   28  1     2016
## 678                ACKER GN       1       1 0.25000000   16  1     2019
## 679               ADAMIEC M       1       1 0.14285714    3  1     2016
## 680                 ADAMS A       1       1 0.08333333   13  1     2011
## 681                ADAMS DJ       1       1 0.07692308    1  1     2010
## 682                 ADAMS P       1       1 0.07692308   31  1     2010
## 683                 ADAMS R       1       1 0.11111111   42  1     2014
## 684             ADEDOKUN OA       1       1 0.11111111   42  1     2014
## 685               ADOLPH SC       1       1 0.07692308    3  1     2010
## 686             AEBERSOLD A       1       1 0.50000000    7  1     2021
## 687            AESCHLIMAN A       1       1 0.50000000    2  1     2021
## 688                AGBADA E       1       1 0.07692308   21  1     2010
## 689                AGNEW CR       1       1 0.11111111   42  1     2014
## 690               AGUILAR A       1       1 0.11111111   18  1     2014
## 691             AGUILLON SM       1       1 0.33333333   32  1     2020
## 692               AGUIRRE K       1       1 0.14285714   14  1     2016
## 693              AGUIRRE KM       1       1 0.10000000   19  1     2013
## 694             AINSCOUGH L       1       1 0.14285714   30  1     2016
## 695                AKANA SF       1       1 0.25000000   16  1     2019
## 696                 ALDER J       1       1 0.33333333    8  1     2020
## 697                 ALES JD       1       1 0.10000000    5  1     2013
## 698              ALIBALI MW       1       1 0.33333333    1  1     2020
## 699               ALLCHIN D       1       1 0.10000000   33  1     2013
## 700                 ALLEN T       1       1 0.10000000    7  1     2013
## 701               ALLISON A       1       1 0.10000000    7  1     2013
## 702              ALOISIO KM       1       1 0.16666667    5  1     2017
## 703                 ALTO VM       1       1 0.10000000   42  1     2013
## 704             ALVARADO DR       1       1 0.11111111   44  1     2014
## 705         ALVAREZ-CLARE S       1       1 1.00000000    3  1     2022
## 706                 ALWAN A       1       1 0.33333333    4  1     2020
## 707                ANBAR AD       1       1 0.16666667    7  1     2017
## 708               ANDERS KR       1       1 0.14285714   21  1     2016
## 709              ANDERSON C       1       1 0.12500000   15  1     2015
## 710              ANDERSON E       1       1 0.10000000   49  1     2013
## 711             ANDERSON EA       1       1 0.10000000    9  1     2013
## 712              ANDERSON G       1       1 0.12500000  119  1     2015
## 713             ANDERSON JL       1       1 0.11111111   37  1     2014
## 714             ANDERSON LJ       1       1 0.14285714    3  1     2016
## 715              ANDRESEN C       1       1 0.11111111   12  1     2014
## 716              ANDREWS SE       1       1 0.16666667    9  1     2017
## 717             ANDRIOLE DA       1       1 0.16666667    5  1     2017
## 718             ANESTIDOU L       1       1 0.10000000    4  1     2013
## 719               ANOKHIN V       1       1 0.50000000    9  1     2021
## 720              APKARIAN N       1       1 0.25000000   11  1     2019
## 721               APODACA J       1       1 0.25000000    5  1     2019
## 722                APPEL LF       1       1 0.10000000    4  1     2013
## 723            APPLEYARD CB       1       1 0.12500000   17  1     2015
## 724               ARANDA ML       1       1 0.50000000    1  1     2021
## 725           ARANGO-CARO S       1       1 0.50000000    6  1     2021
## 726               ARCHER EK       1       1 0.11111111    2  1     2014
## 727        ARDI-PASTORES VC       1       1 0.20000000   14  1     2018
## 728            ARDISSONE AN       1       1 0.14285714    8  1     2016
## 729              ARELLANO D       1       1 0.50000000    2  1     2021
## 730            ARLINGHAUS K       1       1 0.16666667    1  1     2017
## 731            ARMBRUSTER P       1       1 0.07142857  285  1     2009
## 732            ARMSTRONG PI       1       1 0.16666667    9  1     2017
## 733                 ARNDT A       1       1 0.25000000   28  1     2019
## 734                ARNOLD B       1       1 0.12500000   52  1     2015
## 735                ARNOLD J       1       1 1.00000000    3  1     2022
## 736               ARNOLD RJ       1       1 1.00000000    1  1     2022
## 737                  AROK A       1       1 0.25000000    9  1     2019
## 738              ARONSON BD       1       1 0.07142857   17  1     2009
## 739    ARTAVANIS-TSAKONAS S       1       1 0.06666667   11  1     2008
## 740              ASEFIRAD A       1       1 0.16666667   16  1     2017
## 741                ASTER EM       1       1 0.20000000    5  1     2018
## 742               ATKINS LJ       1       1 0.10000000    7  1     2013
## 743                AUBRY JR       1       1 0.10000000    8  1     2013
## 744          AUCHINCLOSS LC       1       1 0.11111111  444  1     2014
## 745                AUGUST A       1       1 0.20000000   21  1     2018
## 746      AUGUSTUS-WALLACE A       1       1 1.00000000    3  1     2022
## 747            AUVENSHINE S       1       1 0.10000000   16  1     2013
## 748               AVALLE ST       1       1 0.50000000    2  1     2021
## 749                  AWAD M       1       1 0.14285714    6  1     2016
## 750          AWONG-TAYLOR J       1       1 0.14285714   14  1     2016
## 751                AYOOB JC       1       1 1.00000000    3  1     2022
## 752                 AYUK MA       1       1 1.00000000    1  1     2022
## 753             BABALOLA CP       1       1 0.16666667   21  1     2017
## 754                BADER JD       1       1 0.33333333    3  1     2020
## 755                  BAEK D       1       1 0.20000000    3  1     2018
## 756                 BAEK DM       1       1 0.33333333    9  1     2020
## 757               BAEPLER P       1       1 0.33333333   10  1     2020
## 758              BAEPLER PM       1       1 0.06666667   86  1     2008
## 759              BAHNIWAL M       1       1 0.10000000   25  1     2013
## 760               BAILEY CP       1       1 0.20000000    3  1     2018
## 761               BAILEY TC       1       1 0.14285714   46  1     2016
## 762               BAILEY WM       1       1 0.25000000    8  1     2019
## 763                 BAKER E       1       1 0.14285714   18  1     2016
## 764                 BALAS B       1       1 0.11111111   47  1     2014
## 765              BALDWIN CD       1       1 0.12500000   15  1     2015
## 766               BALISH MF       1       1 1.00000000    1  1     2022
## 767                BALKE VL       1       1 0.16666667   38  1     2017
## 768                BALSER T       1       1 0.14285714   14  1     2016
## 769               BALSER TC       1       1 0.10000000   19  1     2013
## 770               BALSTER N       1       1 0.07692308   51  1     2010
## 771             BALUKJIAN B       1       1 0.25000000   16  1     2019
## 772              BANGERA MG       1       1 0.16666667   38  1     2017
## 773               BARBERA J       1       1 0.25000000   10  1     2019
## 774               BARGER MM       1       1 0.12500000    9  1     2015
## 775               BARKER MK       1       1 0.25000000   13  1     2019
## 776              BARLOW AEL       1       1 0.06666667  106  1     2008
## 777                BARNES G       1       1 0.25000000   28  1     2019
## 778               BARRAL AM       1       1 0.20000000   14  1     2018
## 779               BARRETT P       1       1 0.14285714    6  1     2016
## 780            BARRICKMAN N       1       1 0.50000000   10  1     2021
## 781                BARRY KJ       1       1 0.25000000   14  1     2019
## 782              BARSOUM MJ       1       1 0.10000000   13  1     2013
## 783             BARTLETT DF       1       1 0.07692308    6  1     2010
## 784             BARTLETT EL       1       1 0.20000000    3  1     2018
## 785          BASCOM-SLACK C       1       1 0.33333333    5  1     2020
## 786               BASSETT K       1       1 0.33333333    6  1     2020
## 787              BATHGATE M       1       1 0.20000000   43  1     2018
## 788             BATHGATE ME       1       1 0.25000000   15  1     2019
## 789               BATIZA AF       1       1 0.10000000    3  1     2013
## 790                  BATZ Z       1       1 0.12500000   19  1     2015
## 791                BAUER AC       1       1 0.33333333    4  1     2020
## 792              BAUMLER DJ       1       1 0.09090909   11  1     2012
## 793               BAZINET C       1       1 0.11111111   96  1     2014
## 794                BEACH AL       1       1 0.14285714   31  1     2016
## 795                BEACH DL       1       1 0.11111111   96  1     2014
## 796      BEADLES-BOHLING AS       1       1 0.33333333    3  1     2020
## 797            BEARDSLEY PM       1       1 0.09090909    4  1     2012
## 798               BEASLEY A       1       1 0.20000000    9  1     2018
## 799               BEASON TS       1       1 0.14285714   46  1     2016
## 800                BEATTY J       1       1 0.07692308    7  1     2010
## 801            BEAUCHEMIN N       1       1 0.14285714    2  1     2016
## 802                  BECK C       1       1 0.11111111   52  1     2014
## 803                  BECK L       1       1 0.07692308    7  1     2010
## 804               BECKER EA       1       1 0.16666667   14  1     2017
## 805               BECKER WM       1       1 0.09090909    4  1     2012
## 806               BEGOVIC E       1       1 0.14285714    2  1     2016
## 807             BEHRAVESH E       1       1 0.07692308    1  1     2010
## 808                BEIER ME       1       1 0.09090909   25  1     2012
## 809                 BEITZ A       1       1 0.33333333   10  1     2020
## 810             BEKKERING C       1       1 0.16666667    2  1     2017
## 811             BELANGER KD       1       1 0.07142857    3  1     2009
## 812             BELITSKY JM       1       1 0.16666667    9  1     2017
## 813              BEN-ZEEV A       1       1 0.25000000   10  1     2019
## 814              BENENSON W       1       1 0.10000000   12  1     2013
## 815                BENSON S       1       1 0.07692308   32  1     2010
## 816              BENTLEY AM       1       1 0.06666667   11  1     2008
## 817                BENTON A       1       1 0.33333333   11  1     2020
## 818                  BERK S       1       1 0.33333333    3  1     2020
## 819                 BERK SA       1       1 0.50000000    2  1     2021
## 820            BERKHEIMER J       1       1 0.50000000    2  1     2021
## 821             BERKOWITZ A       1       1 1.00000000    3  1     2022
## 822                  BETZ N       1       1 0.25000000   10  1     2019
## 823                BEYER AR       1       1 1.00000000    1  1     2022
## 824                BEYER CH       1       1 0.09090909    8  1     2012
## 825                BEYER KM       1       1 0.14285714    4  1     2016
## 826                BIBLER A       1       1 0.33333333    2  1     2020
## 827                BIDABE M       1       1 0.09090909   14  1     2012
## 828                  BIEL R       1       1 0.12500000   36  1     2015
## 829             BIEREMA AMK       1       1 0.16666667    9  1     2017
## 830                BISHOP P       1       1 0.07692308    4  1     2010
## 831               BISHOP PR       1       1 0.33333333    3  1     2020
## 832             BLACKBURN B       1       1 0.12500000    4  1     2015
## 833               BLANEY JM       1       1 0.25000000    2  1     2019
## 834         BLANKENBILLER M       1       1 0.14285714   28  1     2016
## 835             BLATTMAN JN       1       1 0.25000000   25  1     2019
## 836              BLEDSOE RS       1       1 0.33333333    4  1     2020
## 837              BLIWISE NG       1       1 0.11111111    7  1     2014
## 838                  BLUM J       1       1 0.14285714   11  1     2016
## 839                 BLUM JE       1       1 0.16666667   44  1     2017
## 840                 BOAZ SM       1       1 0.25000000   16  1     2019
## 841               BOEHMER H       1       1 0.25000000    4  1     2019
## 842                BOKOR JR       1       1 0.11111111    8  1     2014
## 843                 BOND EC       1       1 0.10000000    4  1     2013
## 844                BONHAM B       1       1 0.50000000    1  1     2021
## 845               BONNEY KM       1       1 0.16666667   38  1     2017
## 846               BOOMER KB       1       1 0.08333333   66  1     2011
## 847                BOONE WJ       1       1 0.14285714  159  1     2016
## 848             BOORSTIN SN       1       1 0.50000000    1  1     2021
## 849                BOOTH CS       1       1 0.50000000    4  1     2021
## 850               BORRERO M       1       1 0.33333333    1  1     2020
## 851                  BOSO H       1       1 0.50000000    3  1     2021
## 852              BOUCAUD DW       1       1 0.20000000   21  1     2018
## 853                BOULAY R       1       1 0.20000000    1  1     2018
## 854               BOUWMA AM       1       1 0.20000000    5  1     2018
## 855      BOUWMA-GEARHART JL       1       1 0.20000000    5  1     2018
## 856               BOWLING S       1       1 0.50000000    3  1     2021
## 857               BOWMAN LA       1       1 0.07692308   21  1     2010
## 858                BOWSER G       1       1 0.14285714    3  1     2016
## 859                  BOYD K       1       1 0.08333333  145  1     2011
## 860             BRADSHAW WS       1       1 0.07142857    6  1     2009
## 861                BRADY AC       1       1 0.50000000    1  1     2021
## 862                BRADY AE       1       1 0.33333333    8  1     2020
## 863                BRALEY A       1       1 0.14285714   21  1     2016
## 864                 BRAM JB       1       1 0.25000000   16  1     2019
## 865      BRANCACCIO-TARAS L       1       1 0.14285714   14  1     2016
## 866               BRANDT PD       1       1 0.14285714   18  1     2016
## 867            BRASHEARS JA       1       1 0.33333333    3  1     2020
## 868             BRAVERMAN J       1       1 0.11111111   96  1     2014
## 869            BRAVERMAN JM       1       1 0.11111111   43  1     2014
## 870              BRAZEAL KR       1       1 0.14285714   21  1     2016
## 871                BRAZIL R       1       1 0.16666667   46  1     2017
## 872         BREITENBERGER C       1       1 0.50000000    1  1     2021
## 873                BREMER M       1       1 0.08333333   12  1     2011
## 874              BRENNER KA       1       1 0.14285714   19  1     2016
## 875             BRESCOLL VL       1       1 0.14285714   38  1     2016
## 876             BRIDGES BHT       1       1 0.25000000   18  1     2019
## 877                BRIKEN V       1       1 0.07692308   32  1     2010
## 878            BRIMACOMBE K       1       1 0.33333333    6  1     2020
## 879               BRISTER D       1       1 0.50000000    4  1     2021
## 880              BRITNER SL       1       1 0.16666667   13  1     2017
## 881           BRODFUEHRER P       1       1 0.16666667    9  1     2017
## 882             BROUSSARD C       1       1 0.06666667    5  1     2008
## 883               BROUWER N       1       1 0.12500000   83  1     2015
## 884                BROWN AM       1       1 0.16666667    8  1     2017
## 885                 BROWN N       1       1 0.14285714    6  1     2016
## 886             BUCHWITZ BJ       1       1 0.09090909    8  1     2012
## 887                BUNCE DM       1       1 0.33333333    3  1     2020
## 888              BUNCHER JB       1       1 0.33333333    3  1     2020
## 889           BUONACCORSI V       1       1 0.11111111   18  1     2014
## 890               BUONORA P       1       1 0.14285714   51  1     2016
## 891               BURGESS D       1       1 0.10000000   17  1     2013
## 892               BURGIO KR       1       1 1.00000000    3  1     2022
## 893           BURKHOLDER EW       1       1 0.50000000    6  1     2021
## 894               BURNETT M       1       1 0.14285714  190  1     2016
## 895             BURROWES PA       1       1 0.08333333   20  1     2011
## 896                  BURT M       1       1 0.10000000    7  1     2013
## 897                  BUSH E       1       1 1.00000000    2  1     2022
## 898                 BUSH EC       1       1 0.09090909   10  1     2012
## 899                  BUSH S       1       1 1.00000000    2  1     2022
## 900               BUSSARD C       1       1 0.20000000    1  1     2018
## 901                BUSTOS M       1       1 0.20000000    9  1     2018
## 902               BUTELA KA       1       1 1.00000000    1  1     2022
## 903                BUTLER A       1       1 0.11111111   52  1     2014
## 904               BUTLER PJ       1       1 0.06666667    9  1     2008
## 905               BUXNER SR       1       1 0.25000000   14  1     2019
## 906            BYARUGABA DK       1       1 0.16666667   21  1     2017
## 907                BYBEE SM       1       1 0.25000000    9  1     2019
## 908                 BYERS V       1       1 0.16666667    9  1     2017
## 909                 BYRD GS       1       1 0.20000000    2  1     2018
## 910                 BYRD WC       1       1 1.00000000    2  1     2022
## 911                 BYRNE N       1       1 0.16666667   23  1     2017
## 912                BYRUM CA       1       1 1.00000000    1  1     2022
## 913            CABALLERO MD       1       1 0.10000000   16  1     2013
## 914                CABOT EL       1       1 0.09090909   11  1     2012
## 915              CALIENDO A       1       1 0.20000000   21  1     2018
## 916               CALKINS R       1       1 0.09090909   39  1     2012
## 917              CALLOWAY A       1       1 1.00000000    2  1     2022
## 918               CAMERON C       1       1 0.12500000   15  1     2015
## 919              CAMERON LC       1       1 0.10000000    1  1     2013
## 920             CAMPBELL CE       1       1 0.10000000   34  1     2013
## 921             CAMPBELL PB       1       1 0.14285714  190  1     2016
## 922              CAMPILLO M       1       1 0.25000000   12  1     2019
## 923                CAMPOS R       1       1 0.50000000    2  1     2021
## 924              CANNING EA       1       1 0.14285714   27  1     2016
## 925               CANNON CH       1       1 1.00000000    3  1     2022
## 926              CANTLEY JT       1       1 0.50000000    1  1     2021
## 927              CANTWELL L       1       1 0.10000000    7  1     2013
## 928                  CAO JN       1       1 0.20000000   12  1     2018
## 929               CAPLAN AJ       1       1 0.25000000    9  1     2019
## 930              CAPORALE L       1       1 0.09090909   10  1     2012
## 931             CARDENAS JJ       1       1 0.20000000    6  1     2018
## 932              CARDENAS M       1       1 0.12500000   23  1     2015
## 933              CARDOSO LM       1       1 0.50000000    1  1     2021
## 934           CARMICHAEL MC       1       1 0.14285714    6  1     2016
## 935             CARNAHAN RH       1       1 0.16666667    8  1     2017
## 936              CARNEGIE J       1       1 0.12500000   10  1     2015
## 937            CARPENTER SK       1       1 0.16666667    9  1     2017
## 938                 CARPI A       1       1 0.07692308    8  1     2010
## 939                 CARR SM       1       1 0.11111111    1  1     2014
## 940               CARRERO K       1       1 0.08333333   17  1     2011
## 941      CARRERO-MARTINEZ F       1       1 0.16666667    5  1     2017
## 942               CARROLL P       1       1 0.25000000   17  1     2019
## 943              CARRUTH LL       1       1 0.16666667   13  1     2017
## 944               CARTER BE       1       1 0.12500000   10  1     2015
## 945               CARTER RS       1       1 0.16666667   38  1     2017
## 946         CARTER-VEALE WY       1       1 0.14285714    9  1     2016
## 947               CARUSO SM       1       1 0.07142857   30  1     2009
## 948                  CARY T       1       1 0.16666667   11  1     2017
## 949                CASAD BJ       1       1 0.14285714    9  1     2016
## 950            CASADEVALL A       1       1 0.20000000   21  1     2018
## 951                 CASH CB       1       1 0.16666667   20  1     2017
## 952              CASIANO CA       1       1 0.20000000    3  1     2018
## 953              CASSONE VM       1       1 0.20000000    3  1     2018
## 954               CASTLE SD       1       1 1.00000000    2  1     2022
## 955              CATHCART L       1       1 0.07692308   32  1     2010
## 956               CATLEY KM       1       1 0.14285714    7  1     2016
## 957               CAUDILL L       1       1 0.07692308   15  1     2010
## 958            CAVAGNETTO A       1       1 0.20000000   12  1     2018
## 959             CEBALLOS RM       1       1 1.00000000    3  1     2022
## 960               CEYHAN GD       1       1 0.33333333    1  1     2020
## 961              CHAFFEE BR       1       1 0.16666667    1  1     2017
## 962                  CHAI A       1       1 0.25000000    4  1     2019
## 963               CHALLA AK       1       1 0.50000000    2  1     2021
## 964               CHAMANY K       1       1 0.06666667   54  1     2008
## 965             CHAMBERS TG       1       1 0.14285714   54  1     2016
## 966        CHANDRASEKARAN C       1       1 0.07692308  127  1     2010
## 967                 CHANG S       1       1 0.12500000   15  1     2015
## 968                CHANG YJ       1       1 0.20000000   40  1     2018
## 969              CHAPMAN JM       1       1 0.25000000    3  1     2019
## 970           CHARKOUDIAN L       1       1 0.25000000   42  1     2019
## 971                 CHASE M       1       1 0.07692308   32  1     2010
## 972            CHATTERJEE D       1       1 0.25000000    6  1     2019
## 973      CHATZIKYRIAKIDOU K       1       1 0.33333333    1  1     2020
## 974              CHAUDRON L       1       1 0.16666667    6  1     2017
## 975                  CHEN C       1       1 0.33333333    2  1     2020
## 976                 CHEN DC       1       1 0.25000000    4  1     2019
## 977                  CHEN L       1       1 0.25000000   16  1     2019
## 978                 CHEN LH       1       1 0.20000000   25  1     2018
## 979                 CHEN LL       1       1 0.20000000   25  1     2018
## 980                 CHEN MM       1       1 0.25000000   33  1     2019
## 981                 CHEN MX       1       1 0.07692308    4  1     2010
## 982                CHENG FC       1       1 0.07692308   27  1     2010
## 983                CHENG MT       1       1 0.11111111   21  1     2014
## 984           CHERUVELIL KS       1       1 0.10000000   16  1     2013
## 985                 CHI MTH       1       1 0.20000000    8  1     2018
## 986                 CHIA CP       1       1 1.00000000    1  1     2022
## 987                CHICK LD       1       1 0.10000000    7  1     2013
## 988                CHIEL HJ       1       1 0.07692308   27  1     2010
## 989             CHILDRESS A       1       1 0.11111111   42  1     2014
## 990                 CHING P       1       1 0.33333333   10  1     2020
## 991           CHMIELEWSKI J       1       1 0.10000000   28  1     2013
## 992                   CHO W       1       1 0.25000000    9  1     2019
## 993                  CHOE J       1       1 0.33333333   11  1     2020
## 994                 CHOE RC       1       1 0.25000000   28  1     2019
## 995                 CHOI HJ       1       1 0.16666667    1  1     2017
## 996                 CHORY J       1       1 0.25000000    1  1     2019
## 997              CHOVNICK A       1       1 0.25000000   16  1     2019
## 998                  CHOW I       1       1 0.06666667    3  1     2008
## 999             CHOWNING JT       1       1 0.10000000   15  1     2013
## 1000          CHRISTENSEN T       1       1 0.10000000    1  1     2013
## 1001         CHRISTENSEN WM       1       1 0.33333333    3  1     2020
## 1002             CHUNDURI P       1       1 0.14285714   30  1     2016
## 1003                 CIAN H       1       1 0.50000000    2  1     2021
## 1004           CIFUENTES OE       1       1 0.07692308    8  1     2010
## 1005           CLAIBORNE CT       1       1 0.50000000    4  1     2021
## 1006               CLARK CE       1       1 0.50000000    2  1     2021
## 1007                CLARK G       1       1 0.20000000   71  1     2018
## 1008               CLARK JA       1       1 0.33333333    9  1     2020
## 1009               CLARK NC       1       1 0.12500000   54  1     2015
## 1010               CLARK SL       1       1 0.14285714   11  1     2016
## 1011                CLARK Z       1       1 0.20000000    3  1     2018
## 1012              CLARKE HD       1       1 0.11111111   29  1     2014
## 1013            CLARKSON BK       1       1 0.25000000   16  1     2019
## 1014            CLARKSTON B       1       1 0.25000000    5  1     2019
## 1015               CLASE KL       1       1 1.00000000    1  1     2022
## 1016             CLEEVES JJ       1       1 0.25000000   14  1     2019
## 1017             CLEMENCE D       1       1 0.07692308    4  1     2010
## 1018              CLEMENT L       1       1 0.33333333    2  1     2020
## 1019            CLEMENTS JD       1       1 0.10000000    4  1     2013
## 1020           CLEVELAND LM       1       1 0.16666667   17  1     2017
## 1021                CLIFF W       1       1 0.16666667   15  1     2017
## 1022            CLIFFORD PS       1       1 0.11111111   13  1     2014
## 1023                CLINE E       1       1 0.33333333    3  1     2020
## 1024        CLOUD-HANSEN KA       1       1 0.06666667   13  1     2008
## 1025              COAKLEY A       1       1 0.50000000    1  1     2021
## 1026             COCHLAN WP       1       1 0.20000000   25  1     2018
## 1027              COCKRUM C       1       1 0.25000000    1  1     2019
## 1028            COFFIELD VM       1       1 0.33333333    4  1     2020
## 1029               COGAN JG       1       1 0.07142857   48  1     2009
## 1030                COHEN C       1       1 0.10000000   15  1     2013
## 1031               COHEN CA       1       1 0.20000000    6  1     2018
## 1032               COHEN CS       1       1 1.00000000    3  1     2022
## 1033               COHEN KW       1       1 0.14285714    5  1     2016
## 1034                 COIL D       1       1 0.07692308  124  1     2010
## 1035                 COLE R       1       1 0.25000000   11  1     2019
## 1036                COLE RB       1       1 1.00000000    3  1     2022
## 1037            COLGROVE CA       1       1 0.08333333  209  1     2011
## 1038               COLLER H       1       1 1.00000000    3  1     2022
## 1039              COLLINS D       1       1 0.14285714   18  1     2016
## 1040              COLLINS E       1       1 0.09090909   10  1     2012
## 1041              COLLINS T       1       1 0.25000000   14  1     2019
## 1042     COLON-BERLINGERI M       1       1 0.08333333   20  1     2011
## 1043        COLON-CARMONA A       1       1 0.50000000    1  1     2021
## 1044            COLTHORPE K       1       1 0.14285714   30  1     2016
## 1045               COLTON S       1       1 0.07142857   46  1     2009
## 1046             COLWELL RR       1       1 0.10000000    4  1     2013
## 1047               COMEAU D       1       1 0.07692308    5  1     2010
## 1048               CONANT S       1       1 1.00000000    1  1     2022
## 1049             CONAWAY EP       1       1 0.14285714   28  1     2016
## 1050              CONLEY WJ       1       1 0.50000000    1  1     2021
## 1051             CONNELL ND       1       1 0.10000000    4  1     2013
## 1052            CONNOLLY MR       1       1 0.20000000   27  1     2018
## 1053              CONNOR LT       1       1 0.25000000    9  1     2019
## 1054               CONRAD D       1       1 0.33333333    2  1     2020
## 1055           CONSTANCE CM       1       1 0.09090909   10  1     2012
## 1056             CONVERSE M       1       1 0.12500000   80  1     2015
## 1057                 COOK J       1       1 0.50000000    1  1     2021
## 1058                COOK JG       1       1 0.14285714    5  1     2016
## 1059               COOKE DB       1       1 0.14285714   14  1     2016
## 1060                COOKE J       1       1 0.25000000    9  1     2019
## 1061               COOKE JE       1       1 0.25000000    5  1     2019
## 1062             COOMANS RJ       1       1 1.00000000    1  1     2022
## 1063               COOPER C       1       1 0.07142857   11  1     2009
## 1064               COOPER S       1       1 0.07692308   36  1     2010
## 1065              COOPER SE       1       1 0.25000000   16  1     2019
## 1066               CORBO JC       1       1 0.33333333    3  1     2020
## 1067             CORDERO AM       1       1 0.25000000    9  1     2019
## 1068             CORDERO JJ       1       1 0.50000000    5  1     2021
## 1069               CORRAL S       1       1 0.50000000    2  1     2021
## 1070               CORREA K       1       1 0.11111111    6  1     2014
## 1071               CORSO PS       1       1 0.20000000    5  1     2018
## 1072               CORTEZ Z       1       1 0.33333333    4  1     2020
## 1073             COSTELLO J       1       1 0.20000000    6  1     2018
## 1074                COTE LE       1       1 0.25000000   14  1     2019
## 1075              COTNER SH       1       1 0.06666667   86  1     2008
## 1076             COURTNEY S       1       1 0.33333333    4  1     2020
## 1077                  COX R       1       1 0.25000000   28  1     2019
## 1078         COX-PAULSON EA       1       1 0.09090909   10  1     2012
## 1079                COYLE H       1       1 0.10000000   12  1     2013
## 1080                CRAIG D       1       1 0.11111111    1  1     2014
## 1081               CRATER D       1       1 0.33333333    4  1     2020
## 1082            CRAWFORD MB       1       1 0.20000000    1  1     2018
## 1083              CREAMER J       1       1 0.11111111    5  1     2014
## 1084              CREECH CJ       1       1 0.25000000   16  1     2019
## 1085              CRESPI EJ       1       1 0.09090909   10  1     2012
## 1086             CRIPPEN KJ       1       1 0.11111111    8  1     2014
## 1087                CRONK B       1       1 0.11111111   12  1     2014
## 1088               CROOK RJ       1       1 0.20000000   25  1     2018
## 1089             CROSBIE RH       1       1 0.25000000   28  1     2019
## 1090           CROSSGROVE K       1       1 0.06666667   99  1     2008
## 1091             CROSSMAN C       1       1 0.10000000    7  1     2013
## 1092                CROW KD       1       1 0.20000000   25  1     2018
## 1093                CROWE A       1       1 0.06666667  308  1     2008
## 1094             CROWTHER G       1       1 0.09090909   25  1     2012
## 1095            CROWTHER GJ       1       1 0.11111111   13  1     2014
## 1096               CRUSER S       1       1 0.25000000   28  1     2019
## 1097           CUNNINGHAM M       1       1 0.07692308  124  1     2010
## 1098              CURRAN KL       1       1 0.06666667   99  1     2008
## 1099       CURRAN-EVERETT D       1       1 0.16666667   38  1     2017
## 1100           CUTUCACHE CE       1       1 0.20000000    3  1     2018
## 1101               CYERT MS       1       1 0.12500000  116  1     2015
## 1102             D'AVANZO C       1       1 0.10000000   27  1     2013
## 1103               D'ELIA T       1       1 1.00000000    1  1     2022
## 1104            DA SILVA KB       1       1 0.11111111   52  1     2014
## 1105              DABNEY KP       1       1 0.16666667    5  1     2017
## 1106              DANIELS H       1       1 0.14285714   25  1     2016
## 1107             DANIELS HA       1       1 0.25000000   10  1     2019
## 1108           DANIELSON KI       1       1 0.12500000   14  1     2015
## 1109              DASTOOR F       1       1 0.12500000   19  1     2015
## 1110               DAUER JM       1       1 0.11111111    9  1     2014
## 1111               DAUER JT       1       1 0.16666667   10  1     2017
## 1112            DAVENPORT I       1       1 0.14285714    6  1     2016
## 1113            DAVENPORT Z       1       1 0.20000000   15  1     2018
## 1114             DAVIDSON C       1       1 0.14285714   14  1     2016
## 1115            DAVIDSON RJ       1       1 0.06666667    5  1     2008
## 1116               DAVIES R       1       1 0.07692308   12  1     2010
## 1117              DE LEON M       1       1 0.20000000    3  1     2018
## 1118              DE LIMA J       1       1 0.33333333    1  1     2020
## 1119           DE NESNERA K       1       1 0.25000000   10  1     2019
## 1120           DE PILLIS LG       1       1 0.07692308    6  1     2010
## 1121             DE VERA PT       1       1 0.50000000    1  1     2021
## 1122                 DEAN D       1       1 0.09090909   10  1     2012
## 1123           DEANE-COE KK       1       1 0.16666667    5  1     2017
## 1124             DECATUR SM       1       1 0.14285714   19  1     2016
## 1125            DECHENNE SE       1       1 0.12500000   29  1     2015
## 1126              DECKER MD       1       1 0.06666667   86  1     2008
## 1127               DEFEO DJ       1       1 0.33333333    2  1     2020
## 1128           DEGRUYTER JN       1       1 1.00000000    2  1     2022
## 1129             DELANEY PF       1       1 0.11111111   11  1     2014
## 1130              DELGADO C       1       1 0.50000000    1  1     2021
## 1131   DELLINGER-JOHNSTON R       1       1 0.11111111   11  1     2014
## 1132             DELOUCHE P       1       1 0.09090909   14  1     2012
## 1133     DEMETRIKOPOULOS MK       1       1 0.16666667   13  1     2017
## 1134             DEMIRHAN E       1       1 0.14285714    7  1     2016
## 1135               DENNIN M       1       1 0.16666667   10  1     2017
## 1136           DEPELTEAU AM       1       1 0.07692308   13  1     2010
## 1137              DESALLE R       1       1 0.33333333    1  1     2020
## 1138               DESCH IH       1       1 0.14285714    7  1     2016
## 1139                DESY EA       1       1 0.14285714   12  1     2016
## 1140          DEUTSCHMAN MC       1       1 0.50000000    1  1     2021
## 1141             DEWSBURY B       1       1 0.25000000   50  1     2019
## 1142             DHURJATI P       1       1 0.07692308    9  1     2010
## 1143                 DIAZ A       1       1 1.00000000    1  1     2022
## 1144                 DIAZ J       1       1 1.00000000    1  1     2022
## 1145                 DIAZ M       1       1 0.50000000    1  1     2021
## 1146       DIBARTOLOMEIS SM       1       1 0.08333333    8  1     2011
## 1147           DICKINSON SD       1       1 0.10000000    4  1     2013
## 1148            DILLINGER T       1       1 0.20000000   21  1     2018
## 1149               DILTS JA       1       1 0.07142857   12  1     2009
## 1150                 DING L       1       1 0.20000000    8  1     2018
## 1151             DINSDALE E       1       1 0.12500000   17  1     2015
## 1152               DISNEY J       1       1 1.00000000    3  1     2022
## 1153                DIXON A       1       1 0.11111111    5  1     2014
## 1154            DJERDJIAN N       1       1 0.50000000   10  1     2021
## 1155               DJIMDE A       1       1 0.16666667   21  1     2017
## 1156              DOMBACH J       1       1 0.50000000    1  1     2021
## 1157              DOMINGO C       1       1 0.25000000   16  1     2019
## 1158             DOMINGO CR       1       1 0.20000000   25  1     2018
## 1159            DOMINGO MRS       1       1 0.14285714   46  1     2016
## 1160            DOMINGUEZ M       1       1 0.50000000    1  1     2021
## 1161                 DONG C       1       1 0.06666667    9  1     2008
## 1162               DORER DR       1       1 0.07692308  127  1     2010
## 1163              DORMAN JB       1       1 0.33333333    2  1     2020
## 1164                 DOSA K       1       1 0.11111111   12  1     2014
## 1165                DOTY JA       1       1 1.00000000    1  1     2022
## 1166                  DOU R       1       1 0.50000000    2  1     2021
## 1167           DOUGHERTY MJ       1       1 0.08333333   42  1     2011
## 1168              DOUGHTY L       1       1 0.25000000    6  1     2019
## 1169             DOUGLAS KR       1       1 0.06666667    3  1     2008
## 1170               DOUIN TA       1       1 0.25000000    8  1     2019
## 1171          DOUKOPOULOS L       1       1 0.33333333    4  1     2020
## 1172             DOVIDIO JF       1       1 0.14285714   38  1     2016
## 1173               DOWDY LM       1       1 0.20000000   25  1     2018
## 1174               DOWELL K       1       1 0.14285714   11  1     2016
## 1175             DOWNING VR       1       1 0.33333333   30  1     2020
## 1176                 DOZE V       1       1 1.00000000    3  1     2022
## 1177            DRABINOVA A       1       1 0.16666667   41  1     2017
## 1178               DRAKE JM       1       1 0.16666667   13  1     2017
## 1179                DREW JC       1       1 0.14285714    8  1     2016
## 1180          DRINKWATER MJ       1       1 0.16666667   11  1     2017
## 1181            DRISCOLL TA       1       1 0.07692308    9  1     2010
## 1182            DUBLJEVIC T       1       1 0.33333333    4  1     2020
## 1183               DUFFUS D       1       1 0.07692308    8  1     2010
## 1184               DUMAIS N       1       1 0.07142857   10  1     2009
## 1185             DUMANIS SB       1       1 0.10000000    8  1     2013
## 1186               DUMONT J       1       1 0.12500000   19  1     2015
## 1187                DUNAR C       1       1 0.25000000    1  1     2019
## 1188               DUNCAN K       1       1 0.25000000   16  1     2019
## 1189               DUNCAN M       1       1 0.50000000    1  1     2021
## 1190              DUNCAN RG       1       1 0.33333333    3  1     2020
## 1191              DUNCAN SI       1       1 0.07692308    4  1     2010
## 1192               DUNCAN T       1       1 0.12500000    8  1     2015
## 1193              DUNLAP JC       1       1 0.10000000    9  1     2013
## 1194             DUNLOSKY J       1       1 0.50000000    9  1     2021
## 1195                DUNN BM       1       1 0.11111111   13  1     2014
## 1196               DURHAM S       1       1 0.11111111    5  1     2014
## 1197        DURRENBERGER LT       1       1 0.11111111    9  1     2014
## 1198                 DYAR C       1       1 0.14285714   11  1     2016
## 1199              DYKSTRA E       1       1 0.20000000   19  1     2018
## 1200              DYKSTRA L       1       1 0.14285714   22  1     2016
## 1201                EAGAN K       1       1 0.11111111  444  1     2014
## 1202               EAGAN KM       1       1 0.16666667   19  1     2017
## 1203               EAGAN MK       1       1 0.50000000    1  1     2021
## 1204              EASLON EJ       1       1 0.16666667   14  1     2017
## 1205             EASTMAN DA       1       1 0.06666667   30  1     2008
## 1206               EATON DC       1       1 0.16666667   16  1     2017
## 1207            ECHEGOYEN L       1       1 0.14285714   25  1     2016
## 1208           ECHEGOYEN LE       1       1 0.33333333    6  1     2020
## 1209              ECKDAHL T       1       1 0.11111111   12  1     2014
## 1210            EDDINGER TJ       1       1 0.11111111   25  1     2014
## 1211           EDGINGTON NP       1       1 1.00000000    1  1     2022
## 1212              EDWARDS A       1       1 0.33333333   13  1     2020
## 1213             EDWARDS AM       1       1 0.14285714    6  1     2016
## 1214             EDWARDS AS       1       1 0.25000000   16  1     2019
## 1215             EDWARDS BA       1       1 0.50000000    4  1     2021
## 1216             EDWARDS DC       1       1 1.00000000    1  1     2022
## 1217                 EEDS A       1       1 0.11111111    5  1     2014
## 1218              EGGERS MJ       1       1 1.00000000    3  1     2022
## 1219           EGGLESTON TL       1       1 0.06666667    7  1     2008
## 1220             EINARSON J       1       1 0.16666667   15  1     2017
## 1221               EISLER H       1       1 0.11111111   96  1     2014
## 1222             EIVAZOVA E       1       1 1.00000000    1  1     2022
## 1223             EL-FAHAM M       1       1 0.10000000    4  1     2013
## 1224            EL-SAYED NM       1       1 0.07692308   32  1     2010
## 1225                 ELBY A       1       1 0.10000000   24  1     2013
## 1226              ELFRING L       1       1 0.11111111   28  1     2014
## 1227             ELFRING LK       1       1 0.20000000   19  1     2018
## 1228                ELIAS S       1       1 0.50000000    1  1     2021
## 1229            ELICEIRI KW       1       1 0.06666667    5  1     2008
## 1230            ELLINGTON R       1       1 0.07692308    4  1     2010
## 1231             ELLIOTT ER       1       1 0.14285714   23  1     2016
## 1232             ELLIOTT SL       1       1 0.16666667   38  1     2017
## 1233               ELLIS JP       1       1 0.11111111   37  1     2014
## 1234              EMERSON J       1       1 0.11111111   43  1     2014
## 1235             EMERSON JA       1       1 0.11111111   96  1     2014
## 1236              EMMONS CB       1       1 1.00000000    1  1     2022
## 1237           ENGBRECHT JJ       1       1 0.10000000    4  1     2013
## 1238                ENGEN K       1       1 0.16666667   13  1     2017
## 1239               ENOCHS L       1       1 0.12500000   29  1     2015
## 1240               ENYEDI A       1       1 0.07692308   12  1     2010
## 1241             ERDMANN RM       1       1 0.25000000    4  1     2019
## 1242             ERICKSON K       1       1 0.25000000   16  1     2019
## 1243            ERICKSON OA       1       1 1.00000000    3  1     2022
## 1244         ERO-TOLLIVER I       1       1 0.33333333    1  1     2020
## 1245         EROY-REVELES A       1       1 0.25000000   10  1     2019
## 1246            ESCOBEDO AM       1       1 0.25000000   16  1     2019
## 1247               ESHKOL E       1       1 0.25000000   28  1     2019
## 1248             ESHLEMAN K       1       1 0.14285714    8  1     2016
## 1249               ESPINA V       1       1 0.11111111   28  1     2014
## 1250      ESPINOSA-SUAREZ V       1       1 0.50000000    2  1     2021
## 1251              ESTEBAN D       1       1 0.09090909   10  1     2012
## 1252                ETSON C       1       1 0.33333333   13  1     2020
## 1253               ETSON CM       1       1 0.16666667    7  1     2017
## 1254               EVANS IM       1       1 0.07692308   13  1     2010
## 1255                FABER C       1       1 0.50000000    1  1     2021
## 1256           FACCIOTTI MT       1       1 0.16666667   14  1     2017
## 1257               FAGAN WF       1       1 0.07692308   26  1     2010
## 1258            FAGERHEIM B       1       1 0.11111111    5  1     2014
## 1259              FAIOLA CL       1       1 0.06666667   40  1     2008
## 1260               FARINA S       1       1 1.00000000    3  1     2022
## 1261               FARLEY E       1       1 0.33333333    3  1     2020
## 1262               FARLOW B       1       1 0.50000000    3  1     2021
## 1263              FARMER JK       1       1 0.11111111   33  1     2014
## 1264                 FARR M       1       1 0.50000000   10  1     2021
## 1265              FARRAR KM       1       1 0.20000000   25  1     2018
## 1266                FAST KM       1       1 1.00000000    1  1     2022
## 1267        FAUPEL-BADGER J       1       1 0.33333333    6  1     2020
## 1268       FAUPEL-BADGER JM       1       1 0.12500000   12  1     2015
## 1269           FECHHEIMER M       1       1 0.08333333   44  1     2011
## 1270             FEDERER MR       1       1 0.14285714    6  1     2016
## 1271                 FEIG A       1       1 0.16666667   10  1     2017
## 1272               FEITEN O       1       1 0.50000000    1  1     2021
## 1273              FENSTER A       1       1 0.07142857   12  1     2009
## 1274            FERGUSON CF       1       1 1.00000000    1  1     2022
## 1275            FERGUSON DG       1       1 0.25000000    9  1     2019
## 1276            FERGUSON EL       1       1 1.00000000    3  1     2022
## 1277             FERGUSON J       1       1 0.25000000    2  1     2019
## 1278            FERNANDES G       1       1 0.25000000   18  1     2019
## 1279           FERNANDES JJ       1       1 0.16666667    1  1     2017
## 1280            FERNANDEZ J       1       1 0.16666667    9  1     2017
## 1281             FERRARE JJ       1       1 0.25000000   11  1     2019
## 1282             FERREIRA I       1       1 0.50000000    4  1     2021
## 1283               FERZLI M       1       1 0.12500000   37  1     2015
## 1284             FIERMAN MB       1       1 0.16666667    7  1     2017
## 1285                FILUT A       1       1 0.16666667    2  1     2017
## 1286              FINDLEY A       1       1 0.07692308    7  1     2010
## 1287          FINKELSTEIN N       1       1 0.16666667   10  1     2017
## 1288  FINKENSTAEDT-QUINN SA       1       1 0.20000000   22  1     2018
## 1289             FIORELLA L       1       1 0.33333333    3  1     2020
## 1290           FISCHBACH RL       1       1 0.10000000   20  1     2013
## 1291              FISHER EJ       1       1 1.00000000    1  1     2022
## 1292              FISHER KM       1       1 0.08333333   29  1     2011
## 1293                FITE JL       1       1 0.09090909    4  1     2012
## 1294          FITZPATRICK E       1       1 0.06666667    7  1     2008
## 1295             FLAIBAN JL       1       1 0.20000000   12  1     2018
## 1296            FLANAGAN KM       1       1 0.16666667   15  1     2017
## 1297        FLEISCHACKER CL       1       1 1.00000000    1  1     2022
## 1298            FLETCHER LA       1       1 0.07692308   14  1     2010
## 1299             FLETCHER M       1       1 0.20000000   12  1     2018
## 1300              FLORES KA       1       1 0.16666667    8  1     2017
## 1301               FLORES L       1       1 0.50000000    1  1     2021
## 1302              FLORES SC       1       1 0.33333333   13  1     2020
## 1303             FLOWERS SK       1       1 0.14285714    4  1     2016
## 1304               FLOYD KW       1       1 0.25000000    5  1     2019
## 1305                FOLK WR       1       1 0.14285714    8  1     2016
## 1306              FORBES CT       1       1 0.16666667   10  1     2017
## 1307            FORCELLI PA       1       1 0.10000000    8  1     2013
## 1308                FORD JK       1       1 0.25000000    6  1     2019
## 1309              FORRIN ND       1       1 0.33333333    4  1     2020
## 1310              FOSTER ER       1       1 0.25000000    9  1     2019
## 1311               FOSTER S       1       1 0.10000000   23  1     2013
## 1312            FOTINAKES B       1       1 0.09090909   77  1     2012
## 1313               FOULIS E       1       1 0.14285714   30  1     2016
## 1314                  FOX S       1       1 0.09090909   10  1     2012
## 1315             FRANKLIN D       1       1 0.20000000   25  1     2018
## 1316              FRANTZ KJ       1       1 0.16666667   13  1     2017
## 1317            FRAUWIRTH K       1       1 0.07692308   32  1     2010
## 1318            FRECHETTE C       1       1 0.12500000   22  1     2015
## 1319           FREDERICK AH       1       1 0.25000000   10  1     2019
## 1320           FREDERICK GD       1       1 1.00000000    1  1     2022
## 1321            FREDERICK P       1       1 0.11111111   12  1     2014
## 1322         FREDERICKSEN B       1       1 0.07692308   32  1     2010
## 1323               FREED AL       1       1 0.11111111    9  1     2014
## 1324             FREEMAN AM       1       1 0.14285714   18  1     2016
## 1325              FREISE AC       1       1 1.00000000    1  1     2022
## 1326              FREISEM K       1       1 0.16666667   27  1     2017
## 1327             FRESQUEZ C       1       1 0.14285714   57  1     2016
## 1328         FRIEDLANDER AJ       1       1 0.10000000    6  1     2013
## 1329         FRIEDRICHSEN P       1       1 0.07142857    5  1     2009
## 1330                FRIES L       1       1 0.25000000    7  1     2019
## 1331               FRITZ AV       1       1 0.50000000    6  1     2021
## 1332                  FRY C       1       1 0.33333333   13  1     2020
## 1333                 FRY CL       1       1 0.33333333    9  1     2020
## 1334            FUGLEBERG A       1       1 0.33333333    3  1     2020
## 1335            FUHRMANN CN       1       1 0.08333333  142  1     2011
## 1336               FULOP RM       1       1 0.06666667   11  1     2008
## 1337              FURROW RE       1       1 0.25000000    1  1     2019
## 1338              FURTAK EM       1       1 0.12500000   37  1     2015
## 1339             FUSELIER L       1       1 0.33333333    3  1     2020
## 1340                  FUX M       1       1 0.25000000   10  1     2019
## 1341                 GAFF H       1       1 0.07692308    9  1     2010
## 1342                GAFF HD       1       1 0.07692308    6  1     2010
## 1343               GAINES B       1       1 0.20000000    6  1     2018
## 1344               GAINES M       1       1 0.20000000    3  1     2018
## 1345              GAINEY MD       1       1 1.00000000    1  1     2022
## 1346             GALANTE LL       1       1 0.25000000    9  1     2019
## 1347            GALBRAITH A       1       1 0.07692308   36  1     2010
## 1348     GALINDO-GONZALEZ S       1       1 0.14285714    8  1     2016
## 1349           GALLAGHER DJ       1       1 0.10000000    7  1     2013
## 1350            GALLEGOS IJ       1       1 0.12500000   54  1     2015
## 1351               GALVEZ G       1       1 0.14285714   51  1     2016
## 1352              GAMMIE AE       1       1 0.14285714   47  1     2016
## 1353            GANGLOFF EJ       1       1 0.14285714   23  1     2016
## 1354               GANTZ JD       1       1 0.16666667    1  1     2017
## 1355               GARCIA J       1       1 0.14285714   19  1     2016
## 1356        GARCIA-OJEDA ME       1       1 0.33333333    3  1     2020
## 1357             GARDNER SA       1       1 0.20000000    3  1     2018
## 1358            GARFINKEL A       1       1 0.50000000    1  1     2021
## 1359        GARRETT-MAYER E       1       1 0.12500000    1  1     2015
## 1360              GARRILL A       1       1 0.08333333    1  1     2011
## 1361             GARRISON H       1       1 0.10000000   30  1     2013
## 1362         GARVIN-DOXAS K       1       1 0.06666667  111  1     2008
## 1363             GAUTHIER A       1       1 0.25000000    2  1     2019
## 1364              GAVASSA S       1       1 0.25000000   14  1     2019
## 1365              GAZLEY JL       1       1 0.14285714   17  1     2016
## 1366             GEHRING KM       1       1 0.06666667   30  1     2008
## 1367             GELBART ME       1       1 0.09090909    3  1     2012
## 1368              GELLER BD       1       1 0.10000000   42  1     2013
## 1369         GENNE-BACON EA       1       1 0.33333333    5  1     2020
## 1370              GEORGE MD       1       1 0.07142857   34  1     2009
## 1371             GEPSTEIN S       1       1 0.09090909   17  1     2012
## 1372              GERBASI M       1       1 0.50000000    2  1     2021
## 1373                GERE AR       1       1 0.20000000   22  1     2018
## 1374             GERHART LM       1       1 0.33333333    1  1     2020
## 1375             GERICKE NM       1       1 0.20000000    4  1     2018
## 1376               GERKEN S       1       1 0.33333333    2  1     2020
## 1377              GERRITS R       1       1 0.50000000   10  1     2021
## 1378              GERSHON R       1       1 0.25000000    5  1     2019
## 1379              GERTON JM       1       1 0.25000000   14  1     2019
## 1380               GHANEM E       1       1 0.20000000   71  1     2018
## 1381                 GHEE M       1       1 0.14285714   18  1     2016
## 1382               GIBAU GS       1       1 0.12500000    8  1     2015
## 1383            GIBELING JC       1       1 0.20000000   21  1     2018
## 1384              GILBERT S       1       1 0.11111111   73  1     2014
## 1385             GILBERT SF       1       1 0.06666667    2  1     2008
## 1386           GILISSEN MGR       1       1 0.50000000    3  1     2021
## 1387                GILL JC       1       1 0.50000000    1  1     2021
## 1388                 GILL R       1       1 0.25000000    9  1     2019
## 1389           GILLESPIE BM       1       1 0.12500000   24  1     2015
## 1390        GISSENDANNER CR       1       1 1.00000000    1  1     2022
## 1391              GLACKIN M       1       1 0.07692308   19  1     2010
## 1392             GLASNER JD       1       1 0.09090909   11  1     2012
## 1393             GLEASON ML       1       1 0.07692308    1  1     2010
## 1394              GLYKOS NM       1       1 0.08333333    1  1     2011
## 1395              GODBOLE A       1       1 0.08333333    6  1     2011
## 1396                GODDE K       1       1 0.14285714   13  1     2016
## 1397               GODIN EA       1       1 0.12500000    9  1     2015
## 1398               GODSAY S       1       1 0.14285714   46  1     2016
## 1399              GOEBEL CA       1       1 0.07142857    7  1     2009
## 1400            GOEDHART CM       1       1 0.12500000    6  1     2015
## 1401            GOEDHART MJ       1       1 0.11111111   18  1     2014
## 1402                GOFF EE       1       1 0.16666667    8  1     2017
## 1403                 GOH HG       1       1 0.10000000   42  1     2013
## 1404                GOINS G       1       1 0.07692308    4  1     2010
## 1405              GOLDEY ES       1       1 0.09090909   24  1     2012
## 1406           GOLDSMITH GR       1       1 0.50000000   19  1     2021
## 1407           GOLDSTEIN EJ       1       1 0.25000000   10  1     2019
## 1408         GOLEBIEWSKA UP       1       1 1.00000000    1  1     2022
## 1409             GONZALEZ B       1       1 0.16666667   38  1     2017
## 1410               GOODE CT       1       1 0.16666667   13  1     2017
## 1411             GOODMAN SR       1       1 0.16666667    6  1     2017
## 1412             GOODREAU S       1       1 0.11111111  114  1     2014
## 1413           GOODRIDGE JA       1       1 0.50000000    3  1     2021
## 1414             GOODSELL D       1       1 0.10000000    3  1     2013
## 1415                 GOOS M       1       1 0.07692308   31  1     2010
## 1416            GORANSSON A       1       1 0.33333333    2  1     2020
## 1417              GORDON LH       1       1 0.50000000    3  1     2021
## 1418              GORDON SE       1       1 0.20000000    5  1     2018
## 1419              GORMAN KS       1       1 0.33333333   10  1     2020
## 1420              GOSSER YY       1       1 0.11111111   43  1     2014
## 1421               GOULD KL       1       1 0.16666667    8  1     2017
## 1422            GOURDET MAA       1       1 0.10000000   42  1     2013
## 1423               GOVETT A       1       1 0.07692308   13  1     2010
## 1424               GRABEL L       1       1 0.10000000    4  1     2013
## 1425            GRAETHER SP       1       1 0.16666667   20  1     2017
## 1426               GRAHAM M       1       1 0.11111111  444  1     2014
## 1427               GRANA TM       1       1 0.09090909   10  1     2012
## 1428          GRANDGENETT N       1       1 0.12500000   17  1     2015
## 1429               GRANT EF       1       1 0.25000000    6  1     2019
## 1430                 GRAY A       1       1 0.09090909    4  1     2012
## 1431                GRAY JJ       1       1 1.00000000    3  1     2022
## 1432                GRAY MJ       1       1 0.50000000    9  1     2021
## 1433                 GRAY R       1       1 0.09090909    4  1     2012
## 1434                GREEN D       1       1 0.11111111   58  1     2014
## 1435               GREEN LJ       1       1 0.25000000   16  1     2019
## 1436                GREEN M       1       1 0.20000000   25  1     2018
## 1437            GREENALL RF       1       1 0.33333333    9  1     2020
## 1438           GREENBERG JT       1       1 1.00000000    3  1     2022
## 1439           GREENHOOT AF       1       1 0.16666667   10  1     2017
## 1440             GREENIER J       1       1 0.33333333    8  1     2020
## 1441               GREGG CS       1       1 0.10000000    5  1     2013
## 1442            GRIFFARD PB       1       1 0.10000000    4  1     2013
## 1443             GRIFFIN CE       1       1 0.16666667    2  1     2017
## 1444              GRIFFIN K       1       1 0.12500000   58  1     2015
## 1445             GRIFFIN KA       1       1 0.10000000  121  1     2013
## 1446             GRISCOM HP       1       1 0.09090909    9  1     2012
## 1447               GROSS LJ       1       1 0.33333333    3  1     2020
## 1448                GROSZ N       1       1 0.10000000   49  1     2013
## 1449                GROVE D       1       1 0.11111111   18  1     2014
## 1450                GRUHL M       1       1 0.10000000    3  1     2013
## 1451             GUCINSKI M       1       1 0.25000000    3  1     2019
## 1452              GUERTIN L       1       1 0.14285714   19  1     2016
## 1453            GUILLORY AN       1       1 0.33333333   13  1     2020
## 1454              GUINAN JA       1       1 0.11111111   93  1     2014
## 1455           GUTIERREZ AF       1       1 0.11111111   14  1     2014
## 1456           GUTIERREZ CG       1       1 0.14285714  190  1     2016
## 1457              GUTZWA JA       1       1 1.00000000    1  1     2022
## 1458               GUZDAR A       1       1 0.12500000    9  1     2015
## 1459              GUZMAN LM       1       1 0.25000000    7  1     2019
## 1460       GUZMAN-ALVAREZ A       1       1 0.16666667   14  1     2017
## 1461                  HA MS       1       1 0.08333333   44  1     2011
## 1462                 HAAK D       1       1 0.08333333  153  1     2011
## 1463                 HAAS K       1       1 0.25000000    5  1     2019
## 1464              HAASCH MA       1       1 0.10000000    3  1     2013
## 1465        HACISALIHOGLU G       1       1 0.06666667    9  1     2008
## 1466            HADFIELD MG       1       1 0.20000000    5  1     2018
## 1467               HAEGER H       1       1 0.14285714   57  1     2016
## 1468             HAGEDORN E       1       1 0.10000000    3  1     2013
## 1469               HAGER KM       1       1 0.06666667    7  1     2008
## 1470                HAKE LE       1       1 0.20000000   12  1     2018
## 1471               HALES KG       1       1 0.33333333    6  1     2020
## 1472               HALIM AS       1       1 0.20000000   22  1     2018
## 1473               HALME DG       1       1 0.08333333  142  1     2011
## 1474               HALMO SM       1       1 0.33333333    3  1     2020
## 1475            HALUSHKA PV       1       1 0.12500000    1  1     2015
## 1476            HAMILTON LR       1       1 0.33333333    1  1     2020
## 1477               HAMMER D       1       1 0.20000000    2  1     2018
## 1478                HANEY B       1       1 0.16666667   22  1     2017
## 1479             HANKAMP PZ       1       1 0.25000000   16  1     2019
## 1480                HANKE R       1       1 0.14285714   21  1     2016
## 1481             HANRAHAN M       1       1 0.07692308   19  1     2010
## 1482               HANSEN J       1       1 0.33333333    2  1     2020
## 1483              HANSEN MJ       1       1 0.11111111   12  1     2014
## 1484                HAQUE T       1       1 0.16666667    9  1     2017
## 1485        HARACKIEWICZ JM       1       1 0.14285714   27  1     2016
## 1486            HARDING RLS       1       1 0.50000000    3  1     2021
## 1487                 HARE C       1       1 0.33333333    6  1     2020
## 1488               HARLOW A       1       1 0.50000000    7  1     2021
## 1489              HARPER HG       1       1 0.33333333   11  1     2020
## 1490             HARRALL KK       1       1 0.11111111    9  1     2014
## 1491          HARRINGTON KT       1       1 0.16666667    7  1     2017
## 1492           HARRINGTON T       1       1 0.10000000    3  1     2013
## 1493               HARRIS D       1       1 0.07142857   11  1     2009
## 1494              HARRIS KR       1       1 0.12500000   24  1     2015
## 1495               HARRIS M       1       1 0.06666667   26  1     2008
## 1496              HARRIS RB       1       1 0.25000000   18  1     2019
## 1497             HARRISON C       1       1 0.20000000   40  1     2018
## 1498             HARRISON M       1       1 0.08333333  145  1     2011
## 1499             HARRISON P       1       1 0.07142857   11  1     2009
## 1500             HARSHMAN J       1       1 0.33333333    3  1     2020
## 1501              HARTMAN C       1       1 0.25000000   16  1     2019
## 1502             HARTMAN MR       1       1 0.16666667    7  1     2017
## 1503               HARVEY C       1       1 0.14285714    8  1     2016
## 1504              HARVEY PA       1       1 0.11111111   18  1     2014
## 1505                HASNI A       1       1 0.07142857   10  1     2009
## 1506              HATFULL G       1       1 0.12500000   13  1     2015
## 1507            HAUGLAND MJ       1       1 0.16666667   29  1     2017
## 1508              HAUSER PC       1       1 0.20000000   15  1     2018
## 1509                  HAY A       1       1 0.10000000    4  1     2013
## 1510              HAYDEN KL       1       1 0.20000000   33  1     2018
## 1511               HAYNES B       1       1 0.33333333    6  1     2020
## 1512              HAYNES JK       1       1 0.14285714    1  1     2016
## 1513             HAYWARD CN       1       1 0.16666667   11  1     2017
## 1514            HEEMSTRA JM       1       1 0.25000000   42  1     2019
## 1515            HEIDEMAN PD       1       1 0.16666667    8  1     2017
## 1516            HEIDEMANN M       1       1 0.09090909   43  1     2012
## 1517                HEIM AB       1       1 0.25000000   12  1     2019
## 1518               HEINZ HM       1       1 0.33333333    3  1     2020
## 1519              HEITMAN E       1       1 0.10000000    4  1     2013
## 1520        HEKMAT-SCAFE DS       1       1 0.12500000  116  1     2015
## 1521              HELIKAR R       1       1 0.50000000    4  1     2021
## 1522            HENDERSON C       1       1 0.20000000    5  1     2018
## 1523           HENDERSON CR       1       1 0.14285714   31  1     2016
## 1524             HENDRICK C       1       1 0.33333333    2  1     2020
## 1525         HENDRICKSON HL       1       1 1.00000000    1  1     2022
## 1526              HENDRIX T       1       1 0.25000000   25  1     2019
## 1527              HENKEL TP       1       1 0.12500000   52  1     2015
## 1528              HENSLEY L       1       1 0.50000000    1  1     2021
## 1529               HENTER H       1       1 0.20000000    9  1     2018
## 1530           HERNANDEZ AA       1       1 0.50000000    2  1     2021
## 1531             HERREID CF       1       1 0.09090909   33  1     2012
## 1532              HERREN CD       1       1 1.00000000    1  1     2022
## 1533      HERRMANN-ABELL CF       1       1 0.14285714    6  1     2016
## 1534               HERTZ PE       1       1 0.14285714   14  1     2016
## 1535                HESS AL       1       1 0.16666667    2  1     2017
## 1536                HESS DJ       1       1 0.20000000    5  1     2018
## 1537               HESTER S       1       1 0.11111111   28  1     2014
## 1538              HESTER SD       1       1 0.20000000   19  1     2018
## 1539              HEWITT KM       1       1 0.25000000    6  1     2019
## 1540              HIBBARD L       1       1 0.14285714   14  1     2016
## 1541              HIGGINS M       1       1 0.20000000   18  1     2018
## 1542             HILBORN RC       1       1 0.10000000    6  1     2013
## 1543             HILDRETH M       1       1 0.16666667   10  1     2017
## 1544              HILGERT U       1       1 0.06666667    9  1     2008
## 1545                 HILL A       1       1 0.07692308   15  1     2010
## 1546               HILL CFC       1       1 0.20000000    2  1     2018
## 1547              HILTON ML       1       1 0.07142857   34  1     2009
## 1548               HINES LM       1       1 0.11111111    9  1     2014
## 1549                   HO P       1       1 0.33333333    4  1     2020
## 1550               HOBBS FC       1       1 0.10000000    5  1     2013
## 1551               HOBIN JA       1       1 0.11111111   13  1     2014
## 1552                HODGE T       1       1 0.07692308   12  1     2010
## 1553              HOELZER M       1       1 0.10000000    3  1     2013
## 1554              HOFFMAN K       1       1 0.14285714   11  1     2016
## 1555             HOFFMANN A       1       1 1.00000000    3  1     2022
## 1556               HOGAN KA       1       1 0.11111111  245  1     2014
## 1557                 HOKE K       1       1 0.07692308   15  1     2010
## 1558              HOLLAND L       1       1 0.20000000   14  1     2018
## 1559                 HOLT E       1       1 0.11111111    6  1     2014
## 1560      HOOD-DEGRENIER JK       1       1 0.06666667    5  1     2008
## 1561           HOOPER-BUI L       1       1 0.20000000    1  1     2018
## 1562               HOOPS GC       1       1 0.14285714   30  1     2016
## 1563             HOPKINS PD       1       1 0.20000000   14  1     2018
## 1564    HOPSON-FERNANDES MS       1       1 1.00000000    1  1     2022
## 1565                HOQUE J       1       1 0.14285714   15  1     2016
## 1566       HORNER-DEVINE MC       1       1 0.14285714    8  1     2016
## 1567           HORODYSKYJ L       1       1 0.16666667    7  1     2017
## 1568              HORTON JL       1       1 0.11111111   29  1     2014
## 1569               HORTON M       1       1 0.11111111   11  1     2014
## 1570              HORTON NJ       1       1 0.16666667    5  1     2017
## 1571              HORVATH L       1       1 0.25000000   14  1     2019
## 1572             HOSKINS TD       1       1 0.16666667    1  1     2017
## 1573               HOSLER J       1       1 0.08333333   66  1     2011
## 1574                HOST GE       1       1 0.10000000   19  1     2013
## 1575               HOUGH CM       1       1 0.10000000   42  1     2013
## 1576               HOUSE SC       1       1 0.12500000   38  1     2015
## 1577               HOWELL C       1       1 0.14285714    1  1     2016
## 1578              HOWELL CE       1       1 0.11111111   96  1     2014
## 1579              HOWELL ME       1       1 0.50000000    4  1     2021
## 1580           HRABOWSKI FA       1       1 0.14285714   46  1     2016
## 1581             HRYCYNA CA       1       1 0.10000000   28  1     2013
## 1582                 HSU JL       1       1 0.50000000   19  1     2021
## 1583              HUANG SSC       1       1 0.25000000    1  1     2019
## 1584             HUBBARD JK       1       1 0.16666667   36  1     2017
## 1585            HUCKUNTOD S       1       1 0.11111111   12  1     2014
## 1586          HUDDLESTON NF       1       1 0.06666667    6  1     2008
## 1587                  HUE G       1       1 0.07692308    5  1     2010
## 1588              HUGHES BE       1       1 1.00000000    4  1     2022
## 1589              HUGHES LE       1       1 1.00000000    1  1     2022
## 1590               HUGHES M       1       1 0.16666667    1  1     2017
## 1591               HUGHES S       1       1 0.50000000    2  1     2021
## 1592              HULEDE IV       1       1 0.20000000    4  1     2018
## 1593            HUMPHREY PT       1       1 0.12500000    4  1     2015
## 1594                HUNG KF       1       1 0.09090909   11  1     2012
## 1595                 HUNG Y       1       1 0.14285714   26  1     2016
## 1596                 HUNT A       1       1 0.11111111   18  1     2014
## 1597              HUNTER AB       1       1 0.09090909  103  1     2012
## 1598                 HUOT B       1       1 0.33333333    1  1     2020
## 1599                HURD DD       1       1 0.06666667    5  1     2008
## 1600              HURNEY CA       1       1 0.20000000    3  1     2018
## 1601               HURREN H       1       1 0.10000000   25  1     2013
## 1602               HYSON AR       1       1 0.50000000    1  1     2021
## 1603              IDSARDI R       1       1 0.25000000    7  1     2019
## 1604                 IGO MM       1       1 0.16666667   14  1     2017
## 1605               IMAM JFC       1       1 0.12500000  116  1     2015
## 1606              INDORF JL       1       1 0.25000000    6  1     2019
## 1607                  ING M       1       1 0.33333333    3  1     2020
## 1608             INGMIRE PD       1       1 0.25000000   16  1     2019
## 1609                IRBY SM       1       1 0.20000000    8  1     2018
## 1610               IRVING M       1       1 0.33333333    3  1     2020
## 1611                ISAAC C       1       1 0.09090909   28  1     2012
## 1612               ISAAC RS       1       1 0.08333333   17  1     2011
## 1613              ISAACS JM       1       1 1.00000000    3  1     2022
## 1614          IVANOVITCH JD       1       1 0.20000000    5  1     2018
## 1615                 IVY TM       1       1 0.09090909   24  1     2012
## 1616             JACKSON MA       1       1 0.20000000    6  1     2018
## 1617             JACKSON MC       1       1 0.14285714   51  1     2016
## 1618              JACOBS JR       1       1 0.25000000   16  1     2019
## 1619              JACOBS SR       1       1 0.16666667   20  1     2017
## 1620               JAIMES P       1       1 0.33333333    2  1     2020
## 1621                JALIL E       1       1 0.33333333    4  1     2020
## 1622               JAMES SM       1       1 0.14285714   30  1     2016
## 1623       JANICK-BUCKNER D       1       1 0.07142857   11  1     2009
## 1624               JANOS DP       1       1 0.25000000    6  1     2019
## 1625              JANTZEN S       1       1 0.25000000    2  1     2019
## 1626           JARDELEZA SE       1       1 0.14285714    2  1     2016
## 1627             JAWORSKI L       1       1 0.14285714   21  1     2016
## 1628               JEANNE R       1       1 0.07692308   36  1     2010
## 1629             JEFFERY KA       1       1 0.20000000    3  1     2018
## 1630                JENO LM       1       1 0.16666667   29  1     2017
## 1631               JENSEN J       1       1 0.16666667    9  1     2017
## 1632              JEWETT DC       1       1 0.33333333    9  1     2020
## 1633                JOHN GH       1       1 0.14285714  190  1     2016
## 1634             JOHNSON AA       1       1 1.00000000    1  1     2022
## 1635            JOHNSON ARB       1       1 0.20000000   25  1     2018
## 1636              JOHNSON B       1       1 0.09090909   15  1     2012
## 1637              JOHNSON C       1       1 0.16666667    8  1     2017
## 1638             JOHNSON CN       1       1 0.16666667    1  1     2017
## 1639             JOHNSON DJ       1       1 0.10000000    5  1     2013
## 1640             JOHNSON ET       1       1 0.33333333    4  1     2020
## 1641              JOHNSON J       1       1 0.50000000    6  1     2021
## 1642             JOHNSON JE       1       1 0.06666667   40  1     2008
## 1643             JOHNSON JK       1       1 0.10000000    9  1     2013
## 1644             JOHNSON RJ       1       1 0.14285714   30  1     2016
## 1645              JOHNSON S       1       1 0.25000000   11  1     2019
## 1646             JOHNSTON G       1       1 0.14285714    2  1     2016
## 1647             JOHNSTON M       1       1 0.14285714    2  1     2016
## 1648               JONES AD       1       1 0.06666667    9  1     2008
## 1649               JONES AM       1       1 0.11111111   37  1     2014
## 1650               JONES RF       1       1 0.33333333    9  1     2020
## 1651               JOPLIN K       1       1 0.07692308    7  1     2010
## 1652              JOPLIN KH       1       1 0.07692308   13  1     2010
## 1653               JORDAN R       1       1 0.09090909    4  1     2012
## 1654                JORDT H       1       1 0.16666667   46  1     2017
## 1655                 JOSE A       1       1 0.50000000    1  1     2021
## 1656                JOSEK T       1       1 0.33333333    3  1     2020
## 1657              JOSEPH LN       1       1 0.14285714    9  1     2016
## 1658              JOSEPH SW       1       1 0.07692308   32  1     2010
## 1659               JUAN EFS       1       1 0.14285714   19  1     2016
## 1660              JUAREZ MT       1       1 0.16666667    1  1     2017
## 1661                JUNGE B       1       1 0.07692308   65  1     2010
## 1662                 JUST J       1       1 0.50000000    3  1     2021
## 1663           JUSTEMENT LB       1       1 0.11111111   13  1     2014
## 1664               JUTRAS F       1       1 0.06666667   34  1     2008
## 1665             KABACOFF C       1       1 0.10000000    7  1     2013
## 1666             KAKIETEK J       1       1 0.07692308   65  1     2010
## 1667                KALAS P       1       1 0.10000000   30  1     2013
## 1668                 KALI Y       1       1 0.09090909   17  1     2012
## 1669           KALIANGARA J       1       1 0.12500000   23  1     2015
## 1670               KALLIO J       1       1 0.07142857   46  1     2009
## 1671              KAMAKEA M       1       1 0.25000000   16  1     2019
## 1672            KAMINSKE AN       1       1 0.33333333    5  1     2020
## 1673                 KANE M       1       1 0.11111111   44  1     2014
## 1674                 KANG J       1       1 0.08333333    9  1     2011
## 1675                 KANG S       1       1 0.33333333    2  1     2020
## 1676             KANIPES MI       1       1 0.20000000    2  1     2018
## 1677    KANTROWITZ-GORDON I       1       1 0.20000000    5  1     2018
## 1678                 KAO RM       1       1 1.00000000    3  1     2022
## 1679               KARSAI I       1       1 0.08333333    6  1     2011
## 1680              KATCHER J       1       1 0.20000000   19  1     2018
## 1681           KATEWRIGHT L       1       1 0.09090909   20  1     2012
## 1682               KATKIN W       1       1 0.09090909   95  1     2012
## 1683                KATZ LA       1       1 0.16666667    5  1     2017
## 1684              KAWACHI I       1       1 0.11111111   10  1     2014
## 1685               KAYES LJ       1       1 0.25000000    6  1     2019
## 1686              KEARNS KD       1       1 0.10000000    5  1     2013
## 1687                KEELS M       1       1 0.14285714   18  1     2016
## 1688               KEENE AC       1       1 1.00000000    3  1     2022
## 1689               KELKAR V       1       1 0.07692308    4  1     2010
## 1690              KELLER AS       1       1 0.33333333    4  1     2020
## 1691              KELLER JM       1       1 0.25000000   14  1     2019
## 1692               KELLER M       1       1 0.07692308   26  1     2010
## 1693              KELLEY DJ       1       1 0.06666667    5  1     2008
## 1694                KELLY L       1       1 0.25000000   27  1     2019
## 1695              KELRICK M       1       1 0.14285714   14  1     2016
## 1696               KELSEY J       1       1 0.07142857   30  1     2009
## 1697               KENET CM       1       1 0.16666667    1  1     2017
## 1698              KENNEDY C       1       1 0.50000000    1  1     2021
## 1699              KENNEDY K       1       1 0.20000000    6  1     2018
## 1700              KENYON KL       1       1 0.14285714   15  1     2016
## 1701              KEPHART K       1       1 0.14285714   11  1     2016
## 1702             KEPHART KL       1       1 0.33333333    7  1     2020
## 1703                KERR JQ       1       1 0.20000000    5  1     2018
## 1704          KETTERLING GL       1       1 0.07692308   27  1     2010
## 1705             KILLION PJ       1       1 0.25000000    5  1     2019
## 1706            KILLPACK TL       1       1 0.14285714   39  1     2016
## 1707                 KIM CJ       1       1 0.50000000    6  1     2021
## 1708                 KIM HJ       1       1 0.07142857   11  1     2009
## 1709                 KIM JA       1       1 0.33333333    4  1     2020
## 1710               KIMPO RR       1       1 0.25000000   16  1     2019
## 1711                 KING K       1       1 0.16666667   46  1     2017
## 1712                KINGI H       1       1 0.20000000    3  1     2018
## 1713            KIRCHOFF BK       1       1 0.11111111   11  1     2014
## 1714         KIRKPATRICK BL       1       1 1.00000000    1  1     2022
## 1715          KIRKPATRICK C       1       1 0.25000000   17  1     2019
## 1716               KISER SL       1       1 0.16666667   38  1     2017
## 1717               KITADA H       1       1 0.25000000    6  1     2019
## 1718             KJELVIK MK       1       1 0.25000000   13  1     2019
## 1719             KLEGERIS A       1       1 0.10000000   25  1     2013
## 1720             KLEIBER PB       1       1 0.08333333   44  1     2011
## 1721               KLEIN JR       1       1 0.16666667   44  1     2017
## 1722             KLEINE KLM       1       1 0.07692308    1  1     2010
## 1723          KLEINSCHMIT A       1       1 0.11111111   96  1     2014
## 1724               KLINE MA       1       1 0.20000000    7  1     2018
## 1725               KLISCH Y       1       1 0.09090909   25  1     2012
## 1726          KLOSTERMAN ML       1       1 0.11111111    6  1     2014
## 1727             KLYCZEK KK       1       1 1.00000000    1  1     2022
## 1728                KNAPP D       1       1 0.11111111   42  1     2014
## 1729               KNESE SA       1       1 0.14285714    8  1     2016
## 1730              KNIGHT SL       1       1 0.06666667   15  1     2008
## 1731          KNIPPELS MCPJ       1       1 0.50000000    3  1     2021
## 1732             KNISELY KI       1       1 0.06666667   16  1     2008
## 1733              KNISLEY D       1       1 0.08333333    6  1     2011
## 1734                KNOPP J       1       1 0.10000000    3  1     2013
## 1735                KNUTH R       1       1 0.16666667    3  1     2017
## 1736                  KO ME       1       1 0.33333333    1  1     2020
## 1737                KOCH CA       1       1 0.14285714    2  1     2016
## 1738             KOESTER BP       1       1 1.00000000    2  1     2022
## 1739             KOETHER SD       1       1 0.12500000   24  1     2015
## 1740                KOGA AP       1       1 1.00000000    1  1     2022
## 1741                KOGAN D       1       1 0.06666667  106  1     2008
## 1742                KOKAN N       1       1 0.07692308  127  1     2010
## 1743           KOLPIKOVA EP       1       1 0.25000000    4  1     2019
## 1744                KONG XQ       1       1 0.16666667    5  1     2017
## 1745                  KOO K       1       1 0.14285714    8  1     2016
## 1746                 KOPP O       1       1 0.11111111   96  1     2014
## 1747               KOPPAL M       1       1 0.14285714    6  1     2016
## 1748          KORITZINSKY M       1       1 0.14285714    2  1     2016
## 1749          KOROPATNICK J       1       1 0.14285714    2  1     2016
## 1750     KOSINSKI-COLLINS M       1       1 0.07692308   14  1     2010
## 1751    KOSINSKI-COLLINS MS       1       1 0.08333333   17  1     2011
## 1752              KOTTURI H       1       1 1.00000000    1  1     2022
## 1753             KOVARIK DN       1       1 0.10000000   15  1     2013
## 1754             KOWALKO JE       1       1 1.00000000    3  1     2022
## 1755            KOWALSKI JR       1       1 0.14285714   30  1     2016
## 1756               KOZIOL N       1       1 0.12500000   29  1     2015
## 1757               KRAMER M       1       1 0.20000000    6  1     2018
## 1758               KRATZ RF       1       1 0.10000000    7  1     2013
## 1759              KRAUSE SK       1       1 0.25000000   16  1     2019
## 1760              KRAUTER K       1       1 0.08333333  138  1     2011
## 1761               KRAVEC M       1       1 0.25000000   14  1     2019
## 1762              KRAVEC ME       1       1 0.33333333    1  1     2020
## 1763                KRIEG A       1       1 0.16666667   22  1     2017
## 1764                KRIM JS       1       1 0.25000000   14  1     2019
## 1765          KRISTENSEN KD       1       1 0.16666667   29  1     2017
## 1766          KRISTENSEN SM       1       1 0.16666667   29  1     2017
## 1767           KRITZINGER A       1       1 0.20000000    5  1     2018
## 1768   KRONTIRIS-LITOWITZ J       1       1 0.07142857   13  1     2009
## 1769             KRUEGER LE       1       1 0.25000000   16  1     2019
## 1770                KUBBA S       1       1 0.10000000    4  1     2013
## 1771             KUCHYNKA S       1       1 0.25000000    6  1     2019
## 1772               KUDISH P       1       1 0.14285714   17  1     2016
## 1773             KUEHNER JN       1       1 0.06666667   13  1     2008
## 1774      KUEPPER-TETZEL CE       1       1 0.33333333    5  1     2020
## 1775               KULECK G       1       1 0.11111111   96  1     2014
## 1776              KULESZA A       1       1 0.50000000    1  1     2021
## 1777                KUMAR D       1       1 0.11111111   11  1     2014
## 1778                KUNDU A       1       1 0.14285714    6  1     2016
## 1779                KUNER S       1       1 0.09090909    6  1     2012
## 1780               KURTZ MJ       1       1 0.06666667   40  1     2008
## 1781         KUSHALNAGAR RS       1       1 0.20000000   15  1     2018
## 1782              KUSHER DI       1       1 0.09090909   24  1     2012
## 1783             KWAPISZ MB       1       1 1.00000000    4  1     2022
## 1784            LACOURSE WR       1       1 0.10000000   28  1     2013
## 1785             LAFLAMME D       1       1 0.10000000    3  1     2013
## 1786           LAGUARDIA JG       1       1 0.16666667    6  1     2017
## 1787                LALIC N       1       1 0.09090909    8  1     2012
## 1788                  LAM K       1       1 0.25000000   16  1     2019
## 1789                 LAMB T       1       1 0.33333333    3  1     2020
## 1790           LAMENDELLA G       1       1 0.11111111   18  1     2014
## 1791                LAMM MH       1       1 0.16666667    9  1     2017
## 1792                 LAN MC       1       1 0.12500000   74  1     2015
## 1793                LANDA I       1       1 0.14285714   51  1     2016
## 1794              LANDIS JB       1       1 0.11111111    8  1     2014
## 1795                LANE TB       1       1 0.14285714   21  1     2016
## 1796                 LANG S       1       1 0.07692308   17  1     2010
## 1797               LANGER S       1       1 0.11111111   18  1     2014
## 1798              LARSSON C       1       1 0.10000000   19  1     2013
## 1799                LASKI F       1       1 0.25000000    7  1     2019
## 1800               LASKI FA       1       1 0.16666667   19  1     2017
## 1801                LATIF Y       1       1 0.11111111   27  1     2014
## 1802                  LAU I       1       1 0.16666667   46  1     2017
## 1803                 LAU JM       1       1 0.07142857   10  1     2009
## 1804                LAUER S       1       1 0.10000000   39  1     2013
## 1805              LAWFORD H       1       1 0.50000000   10  1     2021
## 1806               LAWSON A       1       1 0.08333333   62  1     2011
## 1807               LAWSON M       1       1 0.33333333   13  1     2020
## 1808                   LE D       1       1 0.16666667    9  1     2017
## 1809                  LE JP       1       1 0.25000000    4  1     2019
## 1810                   LE L       1       1 0.16666667    9  1     2017
## 1811                   LE P       1       1 0.11111111   29  1     2014
## 1812                  LE PT       1       1 0.25000000    6  1     2019
## 1813                LEAL CC       1       1 0.33333333    3  1     2020
## 1814                LEARY J       1       1 0.11111111   42  1     2014
## 1815           LEATHERMAN J       1       1 0.11111111   96  1     2014
## 1816              LEBLANC M       1       1 0.07692308   19  1     2010
## 1817    LEBLANC-STRACESKI J       1       1 1.00000000    1  1     2022
## 1818               LEBUHN G       1       1 0.20000000   25  1     2018
## 1819          LEDBETTER MLS       1       1 0.09090909    2  1     2012
## 1820              LEDLEY FD       1       1 0.20000000    2  1     2018
## 1821                 LEE AH       1       1 0.07692308    6  1     2010
## 1822                 LEE AS       1       1 0.25000000    4  1     2019
## 1823                  LEE B       1       1 0.09090909   28  1     2012
## 1824                 LEE CJ       1       1 0.20000000    4  1     2018
## 1825                  LEE D       1       1 0.50000000    1  1     2021
## 1826                 LEE GA       1       1 0.33333333    3  1     2020
## 1827                 LEE HY       1       1 0.12500000   15  1     2015
## 1828                  LEE M       1       1 0.33333333    1  1     2020
## 1829                 LEE SC       1       1 0.25000000   14  1     2019
## 1830                 LEE SP       1       1 0.50000000    4  1     2021
## 1831                  LEE V       1       1 0.07692308   32  1     2010
## 1832                 LEE YG       1       1 0.20000000   27  1     2018
## 1833           LEE-SOETY JY       1       1 1.00000000    1  1     2022
## 1834             LEFFERS JS       1       1 0.25000000   10  1     2019
## 1835           LEIBOVICH AK       1       1 0.16666667   10  1     2017
## 1836               LEIGHT H       1       1 0.09090909   39  1     2012
## 1837            LEINWAND LA       1       1 0.11111111   18  1     2014
## 1838                LEIPS J       1       1 0.14285714   11  1     2016
## 1839             LELIEVRE S       1       1 0.11111111   42  1     2014
## 1840             LEMMENS JC       1       1 0.20000000    5  1     2018
## 1841              LEMONS JD       1       1 0.10000000   37  1     2013
## 1842               LENTS NH       1       1 0.07692308    8  1     2010
## 1843             LEONARD DA       1       1 0.20000000    6  1     2018
## 1844             LEONARD JE       1       1 1.00000000    1  1     2022
## 1845                LEREA L       1       1 0.14285714   22  1     2016
## 1846               LERMAN L       1       1 0.10000000    4  1     2013
## 1847              LETARGO J       1       1 0.16666667   20  1     2017
## 1848            LETTRICH MD       1       1 0.11111111    6  1     2014
## 1849              LEUPEN SM       1       1 0.33333333    7  1     2020
## 1850            LEVESQUE AA       1       1 0.08333333   29  1     2011
## 1851               LEVIAS S       1       1 0.16666667    3  1     2017
## 1852              LEVINE JA       1       1 0.12500000    4  1     2015
## 1853                LEWIS V       1       1 0.16666667    6  1     2017
## 1854               LIANG KS       1       1 0.25000000   16  1     2019
## 1855                LIANG P       1       1 0.20000000    6  1     2018
## 1856                LIAO FY       1       1 0.20000000    9  1     2018
## 1857                LIAW YL       1       1 0.16666667   41  1     2017
## 1858            LIBARKIN JC       1       1 0.33333333    2  1     2020
## 1859                 LIEU R       1       1 0.16666667   16  1     2017
## 1860                  LIN S       1       1 0.11111111   58  1     2014
## 1861                 LIN SH       1       1 0.11111111   21  1     2014
## 1862                  LIN Y       1       1 0.06666667    1  1     2008
## 1863              LINDSAY J       1       1 0.25000000    9  1     2019
## 1864                 LINK A       1       1 0.50000000    1  1     2021
## 1865   LINNENBRINK-GARCIA L       1       1 0.12500000    9  1     2015
## 1866               LINTON D       1       1 0.07692308   50  1     2010
## 1867              LIOTTA LA       1       1 0.11111111   28  1     2014
## 1868                LIPAN O       1       1 0.07692308   15  1     2010
## 1869                 LIRA M       1       1 0.33333333   16  1     2020
## 1870              LISTMAN J       1       1 0.20000000   15  1     2018
## 1871                LITT AR       1       1 0.10000000   12  1     2013
## 1872              LITTLE JL       1       1 0.25000000    9  1     2019
## 1873                LLUKA L       1       1 0.14285714   30  1     2016
## 1874                 LOCK J       1       1 0.08333333   13  1     2011
## 1875               LOCKE SM       1       1 0.25000000   14  1     2019
## 1876               LOIKE JD       1       1 0.10000000   20  1     2013
## 1877            LOISELLE CG       1       1 0.14285714    2  1     2016
## 1878               LONDON B       1       1 0.14285714   11  1     2016
## 1879                LOPES N       1       1 0.10000000    7  1     2013
## 1880               LOPEZ EE       1       1 0.50000000    1  1     2021
## 1881               LOPEZ MJ       1       1 0.09090909    4  1     2012
## 1882               LOPEZ RR       1       1 0.06666667   15  1     2008
## 1883               LOPEZ SA       1       1 1.00000000    3  1     2022
## 1884                LORE SM       1       1 0.25000000    6  1     2019
## 1885             LORETO ELS       1       1 0.07142857    7  1     2009
## 1886             LOVELACE M       1       1 0.10000000   83  1     2013
## 1887             LOVELESS M       1       1 0.11111111    5  1     2014
## 1888           LOVIE-TOON J       1       1 0.14285714   26  1     2016
## 1889                  LOW C       1       1 0.20000000   25  1     2018
## 1890                  LU FM       1       1 0.06666667    5  1     2008
## 1891              LUCKEY SW       1       1 0.11111111   18  1     2014
## 1892               LUGO JSR       1       1 0.33333333    1  1     2020
## 1893               LUJAN JL       1       1 0.33333333   13  1     2020
## 1894                LUND PK       1       1 0.14285714   47  1     2016
## 1895                LUND TJ       1       1 0.12500000   62  1     2015
## 1896               LUND TJS       1       1 0.16666667    9  1     2017
## 1897               LUNDY SR       1       1 0.11111111    6  1     2014
## 1898                 LUNT C       1       1 0.50000000    4  1     2021
## 1899                  LUO J       1       1 0.20000000    6  1     2018
## 1900                 LUTZ A       1       1 0.09090909  107  1     2012
## 1901                LUTZ GP       1       1 0.06666667    1  1     2008
## 1902                   LY M       1       1 0.16666667    5  1     2017
## 1903                 LYDA T       1       1 0.33333333    4  1     2020
## 1904                LYNN DG       1       1 0.07692308    5  1     2010
## 1905                 LYON M       1       1 0.50000000    6  1     2021
## 1906                   MA Z       1       1 0.07142857   11  1     2009
## 1907                 MAAS M       1       1 0.07692308   17  1     2010
## 1908                MAAS SA       1       1 0.50000000    7  1     2021
## 1909           MACLACHLAN E       1       1 0.25000000    9  1     2019
## 1910              MACNABB C       1       1 0.09090909   20  1     2012
## 1911            MADABUSHI A       1       1 0.20000000    6  1     2018
## 1912               MADDEN J       1       1 0.25000000    5  1     2019
## 1913                MADER C       1       1 0.14285714   14  1     2016
## 1914              MADHURI M       1       1 0.06666667    5  1     2008
## 1915              MADLUNG A       1       1 0.08333333   12  1     2011
## 1916              MADRID NJ       1       1 0.16666667    1  1     2017
## 1917               MADURO M       1       1 0.06666667    2  1     2008
## 1918              MAELAND S       1       1 0.16666667   29  1     2017
## 1919              MAGANA AJ       1       1 0.11111111   44  1     2014
## 1920               MAGNER S       1       1 0.50000000   10  1     2021
## 1921              MAJOCHA M       1       1 0.20000000   15  1     2018
## 1922          MAKAREVITCH I       1       1 0.12500000   22  1     2015
## 1923            MALDONADO B       1       1 0.25000000    1  1     2019
## 1924             MALINSKA L       1       1 0.14285714    3  1     2016
## 1925              MALONEY M       1       1 0.07692308   19  1     2010
## 1926                 MANN C       1       1 0.16666667   46  1     2017
## 1927                 MANN M       1       1 0.25000000    9  1     2019
## 1928           MANOGARAN AL       1       1 0.11111111   25  1     2014
## 1929              MANTHEY S       1       1 0.10000000   10  1     2013
## 1930             MARCETTE J       1       1 0.25000000    5  1     2019
## 1931               MARCEY D       1       1 0.10000000    3  1     2013
## 1932             MARCHUT AE       1       1 0.20000000   15  1     2018
## 1933            MARCINIAK L       1       1 0.25000000    5  1     2019
## 1934               MARDER M       1       1 0.10000000    4  1     2013
## 1935               MARDIS E       1       1 0.11111111   43  1     2014
## 1936             MARENGO BJ       1       1 0.10000000    8  1     2013
## 1937            MARGHERIO C       1       1 0.14285714    8  1     2016
## 1938              MARKEY JC       1       1 0.10000000  219  1     2013
## 1939               MARLEY K       1       1 0.14285714   14  1     2016
## 1940              MARLEY KE       1       1 0.10000000   19  1     2013
## 1941               MARRIN H       1       1 0.14285714    6  1     2016
## 1942            MARTELLA AM       1       1 0.14285714    3  1     2016
## 1943              MARTENS M       1       1 0.25000000   16  1     2019
## 1944              MARTIN HR       1       1 0.33333333   11  1     2020
## 1945              MARTIN JB       1       1 0.11111111    6  1     2014
## 1946              MARTIN JD       1       1 0.16666667   10  1     2017
## 1947              MARTIN JM       1       1 0.07692308   89  1     2010
## 1948             MARTINA CA       1       1 0.16666667    6  1     2017
## 1949            MARTINEZ LR       1       1 0.20000000   21  1     2018
## 1950               MARUCA S       1       1 0.06666667   16  1     2008
## 1951                MASEL J       1       1 0.12500000    4  1     2015
## 1952             MASHOOD KK       1       1 0.20000000    5  1     2018
## 1953            MASLOWSKA M       1       1 0.14285714    2  1     2016
## 1954                MASON R       1       1 0.25000000    6  1     2019
## 1955              MASTERS K       1       1 0.20000000   14  1     2018
## 1956         MASTROPAOLO MD       1       1 1.00000000    1  1     2022
## 1957       MATHIAPARANAM ON       1       1 0.33333333    1  1     2020
## 1958               MATHIS C       1       1 1.00000000    3  1     2022
## 1959               MATON KI       1       1 0.14285714   46  1     2016
## 1960              MATSUI JT       1       1 0.20000000    6  1     2018
## 1961             MATTHEIS A       1       1 0.09090909   15  1     2012
## 1962              MATYAS ML       1       1 0.16666667   13  1     2017
## 1963                MAUNG N       1       1 0.14285714   11  1     2016
## 1964       MAYFIELD-MEYER T       1       1 0.25000000    5  1     2019
## 1965             MAYNARD MA       1       1 0.11111111    9  1     2014
## 1966             MAYORGA LS       1       1 0.09090909    4  1     2012
## 1967             MAZROUEE S       1       1 0.20000000    4  1     2018
## 1968             MCADAMS KC       1       1 0.07692308   32  1     2010
## 1969              MCBRIDE D       1       1 0.10000000    4  1     2013
## 1970            MCCARTHY BK       1       1 0.25000000   16  1     2019
## 1971             MCCARTHY R       1       1 0.10000000    4  1     2013
## 1972            MCCARTNEY M       1       1 0.33333333    1  1     2020
## 1973              MCCLEAN P       1       1 0.16666667    8  1     2017
## 1974              MCCLUNG A       1       1 0.14285714   17  1     2016
## 1975              MCCOMBS G       1       1 0.11111111    5  1     2014
## 1976            MCCORMICK C       1       1 0.14285714    2  1     2016
## 1977              MCDARIS J       1       1 0.09090909   10  1     2012
## 1978           MCDERMOTT MP       1       1 0.16666667    6  1     2017
## 1979            MCDONALD EA       1       1 0.16666667   44  1     2017
## 1980            MCDONALD KK       1       1 0.25000000    5  1     2019
## 1981            MCDOWELL GS       1       1 0.25000000    5  1     2019
## 1982              MCEWEN LA       1       1 0.07142857   11  1     2009
## 1983             MCFERRIN H       1       1 0.14285714    6  1     2016
## 1984               MCGEE SA       1       1 0.11111111   12  1     2014
## 1985             MCGREADY J       1       1 0.12500000   58  1     2015
## 1986              MCIVER KS       1       1 0.07692308   32  1     2010
## 1987          MCLAUGHLIN JS       1       1 0.12500000    6  1     2015
## 1988              MCLINN CM       1       1 0.11111111  444  1     2014
## 1989             MCMANUS JM       1       1 0.07692308   27  1     2010
## 1990              MCNEAL KS       1       1 0.33333333    4  1     2020
## 1991            MCPARTLAN P       1       1 0.25000000   12  1     2019
## 1992             MCPHERON L       1       1 0.25000000   16  1     2019
## 1993                 MEAD C       1       1 0.16666667    7  1     2017
## 1994                 MECK W       1       1 0.25000000    5  1     2019
## 1995                 MEI BM       1       1 0.20000000   14  1     2018
## 1996              MEILING J       1       1 0.20000000    3  1     2018
## 1997               MEJIA AB       1       1 0.25000000    1  1     2019
## 1998            MELANCON ME       1       1 0.07692308    1  1     2010
## 1999              MELDRUM H       1       1 0.20000000    2  1     2018
## 2000               MELON LC       1       1 0.14285714   39  1     2016
## 2001                MENA LG       1       1 0.50000000    1  1     2021
## 2002      MENDOZA-SANCHEZ I       1       1 1.00000000    2  1     2022
## 2003             MENENDEZ D       1       1 0.33333333    1  1     2020
## 2004           MERKHOFER EC       1       1 1.00000000    1  1     2022
## 2005              METCALF H       1       1 0.14285714   11  1     2016
## 2006                METZ AM       1       1 0.06666667   34  1     2008
## 2007             MEYERINK S       1       1 0.33333333    2  1     2020
## 2008              MICHAEL J       1       1 0.16666667   15  1     2017
## 2009             MICHAEL SF       1       1 1.00000000    1  1     2022
## 2010              MICHLIN M       1       1 0.09090909   20  1     2012
## 2011             MICKLOS DA       1       1 0.06666667    9  1     2008
## 2012              MILKOVA L       1       1 0.10000000    7  1     2013
## 2013              MILLER ER       1       1 0.16666667   10  1     2017
## 2014              MILLER HA       1       1 0.07692308   13  1     2010
## 2015              MILLER HB       1       1 0.09090909    8  1     2012
## 2016               MILLER J       1       1 0.10000000   12  1     2013
## 2017              MILLER JA       1       1 0.07142857    8  1     2009
## 2018              MILLER JE       1       1 0.07692308   11  1     2010
## 2019              MILLER JM       1       1 0.25000000    6  1     2019
## 2020               MILLER K       1       1 0.12500000   37  1     2015
## 2021              MILLER LM       1       1 0.09090909   25  1     2012
## 2022             MILLER MCD       1       1 0.07692308   27  1     2010
## 2023              MILLER ME       1       1 0.14285714    8  1     2016
## 2024               MILLER R       1       1 0.08333333   17  1     2011
## 2025              MILLER VL       1       1 0.14285714    5  1     2016
## 2026              MILLER WH       1       1 0.14285714    2  1     2016
## 2027                MILLS K       1       1 0.50000000    1  1     2021
## 2028              MILLS KEV       1       1 0.25000000    3  1     2019
## 2029                MILLS S       1       1 0.25000000    1  1     2019
## 2030                MILNE C       1       1 0.25000000    7  1     2019
## 2031                 MILT A       1       1 0.10000000    7  1     2013
## 2032              MILTON JG       1       1 0.07692308    6  1     2010
## 2033              MINKARA M       1       1 1.00000000    3  1     2022
## 2034              MINTZES J       1       1 0.10000000   12  1     2013
## 2035              MIRANDA R       1       1 0.20000000    6  1     2018
## 2036                MISRA A       1       1 0.16666667   38  1     2017
## 2037               MISSRA A       1       1 0.16666667    3  1     2017
## 2038               MISTRY H       1       1 0.11111111   96  1     2014
## 2039            MITCHELL CE       1       1 0.16666667    5  1     2017
## 2040            MITCHELL JC       1       1 1.00000000    1  1     2022
## 2041            MITCHELL SM       1       1 0.06666667   15  1     2008
## 2042           MIZUMORI SJY       1       1 0.14285714    8  1     2016
## 2043               MODELL H       1       1 0.16666667   15  1     2017
## 2044             MOELLER JF       1       1 0.09090909   24  1     2012
## 2045                MOHAN S       1       1 1.00000000    1  1     2022
## 2046             MOLDWIN MB       1       1 0.16666667   10  1     2017
## 2047             MONARREZ A       1       1 0.33333333    6  1     2020
## 2048         MONROE-WHITE T       1       1 0.14285714    1  1     2016
## 2049           MONTELONE BA       1       1 0.06666667    2  1     2008
## 2050        MONTERO-ROJAS M       1       1 0.08333333   17  1     2011
## 2051                MOORE M       1       1 0.25000000    5  1     2019
## 2052               MOORE MR       1       1 0.14285714    1  1     2016
## 2053              MORALES D       1       1 0.33333333    6  1     2020
## 2054              MORALES V       1       1 0.14285714   13  1     2016
## 2055               MORAND J       1       1 0.20000000   21  1     2018
## 2056              MORAVEC M       1       1 0.07692308  170  1     2010
## 2057               MORERA O       1       1 0.14285714   25  1     2016
## 2058               MORGAN W       1       1 0.12500000   17  1     2015
## 2059               MORRIS J       1       1 0.07142857   46  1     2009
## 2060               MORRIS R       1       1 0.07692308  127  1     2010
## 2061            MORRISON AJ       1       1 0.25000000   18  1     2019
## 2062             MORRISON S       1       1 0.25000000    1  1     2019
## 2063                MORSE D       1       1 0.06666667   34  1     2008
## 2064               MORSE GD       1       1 0.16666667    6  1     2017
## 2065                MOSES B       1       1 0.20000000   21  1     2018
## 2066               MOSLEH T       1       1 0.10000000    4  1     2013
## 2067                 MOSS R       1       1 0.07692308  127  1     2010
## 2068        MOSS-RACUSIN CA       1       1 0.14285714   38  1     2016
## 2069               MOSSER D       1       1 0.07692308   32  1     2010
## 2070             MOSTROM AM       1       1 0.07692308   21  1     2010
## 2071      MOYANO-CAMIHORT K       1       1 0.12500000  119  1     2015
## 2072       MOYERBRAILEAN GA       1       1 0.07692308   50  1     2010
## 2073               MUICK PC       1       1 0.25000000   16  1     2019
## 2074             MULLIGAN L       1       1 0.14285714    2  1     2016
## 2075               MULNIX A       1       1 0.09090909    3  1     2012
## 2076              MULNIX AB       1       1 0.14285714    4  1     2016
## 2077                 MUNN M       1       1 0.16666667    3  1     2017
## 2078             MURATA PMN       1       1 0.11111111   27  1     2014
## 2079              MURDOCK H       1       1 0.20000000   25  1     2018
## 2080               MURRAY C       1       1 0.25000000   12  1     2019
## 2081               MURRAY J       1       1 0.10000000   12  1     2013
## 2082              MURRAY SA       1       1 0.10000000   17  1     2013
## 2083           MUTAMBUKI JM       1       1 0.20000000    6  1     2018
## 2084                MYERS C       1       1 0.25000000   12  1     2019
## 2085                MYKA JL       1       1 0.07692308  127  1     2010
## 2086               MYLOTT E       1       1 0.10000000    9  1     2013
## 2087             MYNLIEFF M       1       1 0.11111111   25  1     2014
## 2088              NADILE EM       1       1 0.50000000    4  1     2021
## 2089               NADLER M       1       1 0.20000000   19  1     2018
## 2090     NAFFZIGER-HIRSCH M       1       1 0.20000000   21  1     2018
## 2091    NAFFZIGER-HIRSCH ME       1       1 0.14285714   17  1     2016
## 2092                NAGLE B       1       1 0.10000000   14  1     2013
## 2093                 NAGY J       1       1 0.25000000   10  1     2019
## 2094                 NAGY L       1       1 0.11111111   28  1     2014
## 2095              NAKANO MJ       1       1 0.09090909    2  1     2012
## 2096       NAPOLEON-FANIS V       1       1 0.25000000   17  1     2019
## 2097                NASH EB       1       1 0.06666667    9  1     2008
## 2098               NAYLOR K       1       1 0.09090909    4  1     2012
## 2099              NDUNG'U E       1       1 0.20000000    2  1     2018
## 2100          NEAL-SPENCE C       1       1 0.14285714   18  1     2016
## 2101               NEBEL CL       1       1 0.33333333    5  1     2020
## 2102              NEEDHAM M       1       1 0.12500000   29  1     2015
## 2103                 NEHM R       1       1 0.25000000    7  1     2019
## 2104              NEIDER XN       1       1 0.12500000   54  1     2015
## 2105               NELMS AA       1       1 0.25000000    9  1     2019
## 2106               NELSON D       1       1 0.10000000    3  1     2013
## 2107              NELSON DE       1       1 0.12500000   12  1     2015
## 2108              NELSON DL       1       1 0.06666667    5  1     2008
## 2109              NELSON GD       1       1 0.10000000    7  1     2013
## 2110               NELSON K       1       1 0.07692308    7  1     2010
## 2111              NELSON KC       1       1 0.07692308   26  1     2010
## 2112              NELSON KL       1       1 0.20000000    3  1     2018
## 2113               NELSON M       1       1 0.14285714   13  1     2016
## 2114             NENORTAS A       1       1 0.16666667   38  1     2017
## 2115                NERIO R       1       1 0.25000000    9  1     2019
## 2116                NETO EC       1       1 0.07142857   46  1     2009
## 2117            NEUDAUER CL       1       1 0.33333333   10  1     2020
## 2118               NEWMAN J       1       1 0.11111111   18  1     2014
## 2119          NEWSTETTER WC       1       1 0.14285714   19  1     2016
## 2120               NGEVE SM       1       1 0.16666667   38  1     2017
## 2121               NGUYEN J       1       1 0.25000000   12  1     2019
## 2122              NGUYEN TA       1       1 0.25000000   16  1     2019
## 2123             NICHOTES J       1       1 0.20000000    9  1     2018
## 2124             NICKELL AE       1       1 0.10000000   42  1     2013
## 2125             NIELSEN NR       1       1 0.10000000   17  1     2013
## 2126                NIEMI J       1       1 0.11111111   21  1     2014
## 2127           NIEMILLER ML       1       1 0.10000000    7  1     2013
## 2128             NIKELSKI E       1       1 0.25000000    7  1     2019
## 2129              NKWANTA A       1       1 0.07692308    4  1     2010
## 2130                NOEL RJ       1       1 0.12500000   17  1     2015
## 2131                NOLD SC       1       1 0.16666667   44  1     2017
## 2132              NOUTSOS C       1       1 1.00000000    1  1     2022
## 2133              NOVICK LR       1       1 0.14285714    7  1     2016
## 2134                 NSA IY       1       1 1.00000000    1  1     2022
## 2135               NUGENT M       1       1 0.33333333    3  1     2020
## 2136                NUSSE G       1       1 0.25000000   16  1     2019
## 2137               NUSSE GL       1       1 0.20000000   25  1     2018
## 2138              NWANKWO E       1       1 0.25000000    5  1     2019
## 2139             O'LEARY ES       1       1 0.50000000    1  1     2021
## 2140              O'NEILL A       1       1 0.10000000   30  1     2013
## 2141               O'SHEA B       1       1 0.10000000   12  1     2013
## 2142          O'SULLIVAN PS       1       1 0.08333333  142  1     2011
## 2143                ODEM MA       1       1 0.25000000   15  1     2019
## 2144                 ODOM S       1       1 0.50000000    3  1     2021
## 2145             OGILVIE CA       1       1 0.14285714   23  1     2016
## 2146               OKEKE IN       1       1 0.16666667   21  1     2017
## 2147             OKIMURA KM       1       1 0.25000000   16  1     2019
## 2148              OKPODU CM       1       1 0.14285714  190  1     2016
## 2149            OLBRICHT GR       1       1 0.33333333    6  1     2020
## 2150               OLIFER A       1       1 0.07692308    8  1     2010
## 2151               OLSEN BJ       1       1 0.12500000   19  1     2015
## 2152               OLSEN LJ       1       1 0.20000000   22  1     2018
## 2153                OLSON A       1       1 0.10000000   19  1     2013
## 2154                OLSON D       1       1 0.20000000    6  1     2018
## 2155           ONDRECHEN MJ       1       1 1.00000000    3  1     2022
## 2156             ONORATO ME       1       1 0.14285714   15  1     2016
## 2157               ORDING G       1       1 0.09090909   26  1     2012
## 2158              ORDONEZ P       1       1 1.00000000    3  1     2022
## 2159                  ORR R       1       1 0.10000000   23  1     2013
## 2160              ORRARYD D       1       1 0.33333333    2  1     2020
## 2161              ORTEGA RA       1       1 0.12500000    6  1     2015
## 2162               ORTIZ JI       1       1 0.50000000    1  1     2021
## 2163                OSANO A       1       1 1.00000000    3  1     2022
## 2164               OSGOOD M       1       1 0.14285714   14  1     2016
## 2165             OSONIYI OR       1       1 0.16666667   21  1     2017
## 2166           OSSEVOORT MA       1       1 0.11111111   18  1     2014
## 2167           OSTERHAGE JL       1       1 0.25000000    8  1     2019
## 2168                  OTT B       1       1 0.50000000   10  1     2021
## 2169           OVERVOORDE P       1       1 0.11111111   96  1     2014
## 2170               OWENS TG       1       1 0.16666667    5  1     2017
## 2171             PACHECO WI       1       1 0.12500000   17  1     2015
## 2172            PACIFICI LB       1       1 0.08333333    8  1     2011
## 2173       PADILLA-CRESPO E       1       1 1.00000000    3  1     2022
## 2174              PAETKAU D       1       1 0.11111111   43  1     2014
## 2175             PAETKAU DW       1       1 0.11111111   96  1     2014
## 2176           PAGLIARULO C       1       1 0.16666667   14  1     2017
## 2177                  PAI A       1       1 0.14285714   14  1     2016
## 2178                PAIGE O       1       1 0.50000000   10  1     2021
## 2179               PAINE AR       1       1 0.33333333    2  1     2020
## 2180      PALACIOS-MORENO J       1       1 0.33333333    3  1     2020
## 2181         PALCHOUDHURY S       1       1 1.00000000    3  1     2022
## 2182              PALMER GC       1       1 0.20000000   71  1     2018
## 2183                 PAN SC       1       1 0.25000000    9  1     2019
## 2184              PANGLE WM       1       1 0.11111111   29  1     2014
## 2185              PARKER JE       1       1 0.14285714    2  1     2016
## 2186              PARKER JM       1       1 0.09090909   43  1     2012
## 2187              PARKER LC       1       1 0.11111111   42  1     2014
## 2188              PARKER VT       1       1 0.20000000   25  1     2018
## 2189               PARKS JW       1       1 0.07692308   23  1     2010
## 2190               PARRIS J       1       1 0.12500000    9  1     2015
## 2191             PASSMORE C       1       1 0.07692308    5  1     2010
## 2192            PASSMORE HA       1       1 0.12500000   52  1     2015
## 2193                PATEL M       1       1 0.07142857  285  1     2009
## 2194           PATTERSON DG       1       1 0.10000000   15  1     2013
## 2195                PAUL CA       1       1 0.09090909   10  1     2012
## 2196               PAXSON S       1       1 0.33333333   13  1     2020
## 2197               PEARL DK       1       1 0.14285714    6  1     2016
## 2198             PEARSON MI       1       1 1.00000000    2  1     2022
## 2199              PEARSON W       1       1 0.20000000    3  1     2018
## 2200                PECK RF       1       1 0.07142857   46  1     2009
## 2201                PECK SL       1       1 0.25000000    9  1     2019
## 2202              PECORE JL       1       1 0.16666667   13  1     2017
## 2203            PEDERSEN RM       1       1 1.00000000    1  1     2022
## 2204              PEDWELL R       1       1 0.14285714   26  1     2016
## 2205                PEER AG       1       1 0.10000000   42  1     2013
## 2206              PEETERS T       1       1 0.14285714   56  1     2016
## 2207               PEFFER M       1       1 0.14285714   15  1     2016
## 2208              PELESKO J       1       1 0.07692308    7  1     2010
## 2209             PELESKO JA       1       1 0.07692308    9  1     2010
## 2210             PENNELL MW       1       1 0.25000000    7  1     2019
## 2211               PERERA V       1       1 0.16666667    7  1     2017
## 2212                PEREZ M       1       1 0.14285714    4  1     2016
## 2213                PEREZ T       1       1 0.12500000    9  1     2015
## 2214                 PERI J       1       1 0.50000000    1  1     2021
## 2215              PERKINS H       1       1 0.14285714   66  1     2016
## 2216               PERNA NT       1       1 0.09090909   11  1     2012
## 2217                PERRY J       1       1 0.06666667   16  1     2008
## 2218               PERRY MD       1       1 0.33333333    3  1     2020
## 2219             PETERMAN K       1       1 0.20000000    1  1     2018
## 2220        PETEROY-KELLY M       1       1 0.14285714   14  1     2016
## 2221              PETERS NE       1       1 0.25000000    1  1     2019
## 2222              PETERS NT       1       1 1.00000000    1  1     2022
## 2223            PETERSEN CI       1       1 0.33333333   10  1     2020
## 2224            PETERSON CN       1       1 0.11111111   96  1     2014
## 2225             PETERSON E       1       1 0.11111111   33  1     2014
## 2226            PETERSON JE       1       1 0.09090909    8  1     2012
## 2227             PETERSON K       1       1 0.07142857    5  1     2009
## 2228            PETERSON KA       1       1 0.10000000   15  1     2013
## 2229             PETERSON M       1       1 0.11111111   18  1     2014
## 2230             PETIPAS RH       1       1 0.33333333   32  1     2020
## 2231               PETRIE K       1       1 0.50000000    1  1     2021
## 2232              PETRIE KA       1       1 0.16666667    8  1     2017
## 2233           PFAMMATTER J       1       1 0.11111111   12  1     2014
## 2234             PFEIFER MA       1       1 0.50000000    5  1     2021
## 2235               PHELAN L       1       1 0.33333333   13  1     2020
## 2236              PHELPS PV       1       1 0.14285714    5  1     2016
## 2237              PIERRET C       1       1 0.07142857    5  1     2009
## 2238              PIETRI ES       1       1 0.12500000  119  1     2015
## 2239             PILGRIM ME       1       1 0.33333333    3  1     2020
## 2240                PIRES D       1       1 0.33333333    1  1     2020
## 2241                PITRE E       1       1 0.09090909    8  1     2012
## 2242            PLEASANTS C       1       1 0.08333333   42  1     2011
## 2243              PLYMALE R       1       1 1.00000000    1  1     2022
## 2244           PODRABSKY JE       1       1 0.50000000    9  1     2021
## 2245            POLYMENIS M       1       1 1.00000000    2  1     2022
## 2246             POMARICO S       1       1 0.10000000    5  1     2013
## 2247              POODRY CA       1       1 0.20000000    3  1     2018
## 2248                POPE BK       1       1 0.06666667    7  1     2008
## 2249                PORCH M       1       1 0.33333333    4  1     2020
## 2250              PORTER JA       1       1 0.07692308   21  1     2010
## 2251              PORTER JT       1       1 0.12500000   17  1     2015
## 2252              PORTER ML       1       1 1.00000000    1  1     2022
## 2253              PORTER SG       1       1 0.10000000   15  1     2013
## 2254               POSEY LA       1       1 0.16666667   10  1     2017
## 2255            POTGIETER M       1       1 0.20000000    5  1     2018
## 2256              POTTER SC       1       1 0.16666667   14  1     2017
## 2257               POTTS MA       1       1 0.16666667   36  1     2017
## 2258              POWELL KN       1       1 0.11111111   29  1     2014
## 2259      POWELL-COFFMAN JA       1       1 0.14285714   23  1     2016
## 2260           POXLEITNER M       1       1 0.14285714   21  1     2016
## 2261                PRAUL C       1       1 0.11111111   18  1     2014
## 2262               PREEST M       1       1 0.16666667    9  1     2017
## 2263            PRESZLER RW       1       1 0.07142857   80  1     2009
## 2264               PREUSS M       1       1 0.11111111   96  1     2014
## 2265              PREUSS ML       1       1 0.11111111   43  1     2014
## 2266              PREVOST L       1       1 0.12500000   23  1     2015
## 2267            PRIBBENOW C       1       1 0.14285714   21  1     2016
## 2268               PRICE AM       1       1 0.50000000    6  1     2021
## 2269               PRICE KJ       1       1 0.16666667    2  1     2017
## 2270               PRIMUS C       1       1 0.33333333   13  1     2020
## 2271            PRINISKI SJ       1       1 0.14285714   27  1     2016
## 2272               PROCKO C       1       1 0.25000000    1  1     2019
## 2273              PRUETT JL       1       1 0.33333333    3  1     2020
## 2274              PRUITT WM       1       1 0.06666667   22  1     2008
## 2275                PRUSS S       1       1 0.16666667    5  1     2017
## 2276             PULTORAK J       1       1 0.25000000    4  1     2019
## 2277             PURNELL CB       1       1 0.08333333    9  1     2011
## 2278             PURSELL DP       1       1 0.07142857    8  1     2009
## 2279            PURZYCKI CB       1       1 0.07692308   21  1     2010
## 2280             PUSECKER K       1       1 0.07692308    9  1     2010
## 2281                  QIN H       1       1 1.00000000    3  1     2022
## 2282                QUAN GM       1       1 0.33333333    3  1     2020
## 2283              QUEDADO K       1       1 0.20000000   14  1     2018
## 2284              QUEENEY K       1       1 0.16666667    5  1     2017
## 2285              QUILLIN K       1       1 0.12500000   99  1     2015
## 2286              QUIMBY BB       1       1 0.07692308   32  1     2010
## 2287               QUINAN G       1       1 0.09090909   10  1     2012
## 2288             QUINONES C       1       1 0.07692308   65  1     2010
## 2289            QUIRANTE TM       1       1 0.33333333    9  1     2020
## 2290           QUITADAMO IJ       1       1 0.06666667   40  1     2008
## 2291              RAAHEIM A       1       1 0.16666667   29  1     2017
## 2292          RADUNSKAYA AE       1       1 0.07692308    6  1     2010
## 2293               RAHMAN S       1       1 0.16666667    9  1     2017
## 2294            RAHMANIAN R       1       1 0.12500000   81  1     2015
## 2295        RAIN-GRIFFITH L       1       1 0.25000000   10  1     2019
## 2296               RAKER JR       1       1 0.14285714   23  1     2016
## 2297                RAKES C       1       1 0.20000000    9  1     2018
## 2298        RALEY-SUSMAN KM       1       1 0.09090909   10  1     2012
## 2299              RAMIREZ D       1       1 0.50000000    2  1     2021
## 2300             RAMIREZ JC       1       1 0.20000000   25  1     2018
## 2301             RAMIREZ RE       1       1 0.50000000    1  1     2021
## 2302             RAMIREZ RM       1       1 0.20000000   25  1     2018
## 2303     RAMIREZ-ALVARADO M       1       1 0.33333333   13  1     2020
## 2304         RAMIREZ-LUGO J       1       1 1.00000000    3  1     2022
## 2305                RAMOS J       1       1 0.33333333    3  1     2020
## 2306              RANDALL S       1       1 0.12500000   17  1     2015
## 2307              RANDLER C       1       1 0.14285714    7  1     2016
## 2308                  RAO P       1       1 0.25000000   18  1     2019
## 2309                 RAPS S       1       1 0.14285714   14  1     2016
## 2310            RASQUINHA A       1       1 0.50000000    4  1     2021
## 2311            RATMANSKY L       1       1 0.08333333  145  1     2011
## 2312                 RAUE K       1       1 0.12500000   12  1     2015
## 2313                  RAY P       1       1 0.11111111   11  1     2014
## 2314              RAYNER DA       1       1 0.09090909   24  1     2012
## 2315                READ DM       1       1 0.16666667    5  1     2017
## 2316                 READ Q       1       1 0.12500000   37  1     2015
## 2317               REALIN J       1       1 0.16666667    9  1     2017
## 2318               REBAR BM       1       1 0.25000000   14  1     2019
## 2319                 REDD T       1       1 0.07692308    4  1     2010
## 2320              REDISH EF       1       1 0.10000000   35  1     2013
## 2321              REDISKE R       1       1 0.07692308   51  1     2010
## 2322                 REED K       1       1 0.07692308  127  1     2010
## 2323                REED LD       1       1 0.11111111   43  1     2014
## 2324                REED LK       1       1 0.11111111   96  1     2014
## 2325               REGGI AL       1       1 0.12500000   49  1     2015
## 2326               REICH MA       1       1 0.25000000   18  1     2019
## 2327             REICHLER S       1       1 0.20000000   71  1     2018
## 2328                REID AH       1       1 0.07692308   94  1     2010
## 2329                 REID J       1       1 0.25000000   17  1     2019
## 2330              REINDL KM       1       1 0.16666667    8  1     2017
## 2331             REINHART P       1       1 0.33333333    3  1     2020
## 2332               REINKE C       1       1 0.11111111   96  1     2014
## 2333              REITER EM       1       1 0.50000000    5  1     2021
## 2334              REITHEL J       1       1 1.00000000    3  1     2022
## 2335                REITZ D       1       1 0.25000000   17  1     2019
## 2336               REMICH R       1       1 0.14285714   17  1     2016
## 2337               RENNIE O       1       1 0.33333333    2  1     2020
## 2338              RENTSCH J       1       1 0.12500000   37  1     2015
## 2339             RENTSCH JD       1       1 0.14285714    2  1     2016
## 2340              REUTER CM       1       1 0.20000000    3  1     2018
## 2341             REZENDE LF       1       1 0.20000000   19  1     2018
## 2342               RHODES A       1       1 0.33333333    2  1     2020
## 2343                RICE NS       1       1 0.33333333    9  1     2020
## 2344                 RICE S       1       1 0.20000000    3  1     2018
## 2345                 RICH S       1       1 0.11111111   13  1     2014
## 2346              RICHARD M       1       1 0.16666667   10  1     2017
## 2347        RICHARDS-BABB M       1       1 0.20000000   14  1     2018
## 2348          RICHARDSON DS       1       1 0.33333333    4  1     2020
## 2349           RICHARDSON K       1       1 0.20000000    3  1     2018
## 2350           RICHARDSON L       1       1 0.20000000    3  1     2018
## 2351            RICHLAND LE       1       1 0.33333333    2  1     2020
## 2352             RICHMAN LS       1       1 0.12500000    9  1     2015
## 2353             RICKARD TC       1       1 0.25000000    9  1     2019
## 2354          RICONSCENTE M       1       1 0.08333333   16  1     2011
## 2355              RIDGWAY J       1       1 0.14285714   28  1     2016
## 2356             RIDGWAY SW       1       1 0.50000000    2  1     2021
## 2357            RIETSCHEL C       1       1 0.14285714    2  1     2016
## 2358           RIETSCHEL CH       1       1 0.14285714    4  1     2016
## 2359              RIGAKOS B       1       1 0.14285714    5  1     2016
## 2360               RIGGS CD       1       1 0.33333333    2  1     2020
## 2361               RIGGS ML       1       1 0.20000000    3  1     2018
## 2362                RILEY B       1       1 0.14285714    2  1     2016
## 2363            RINEHART CA       1       1 1.00000000    1  1     2022
## 2364             RINTOUL DA       1       1 0.06666667    2  1     2008
## 2365         RIVERA-NOLAN C       1       1 0.50000000    1  1     2021
## 2366               RIVERS D       1       1 0.20000000    6  1     2018
## 2367              RIVKIN AM       1       1 0.10000000    8  1     2013
## 2368              ROBERTS M       1       1 0.10000000    3  1     2013
## 2369              ROBERTS W       1       1 0.11111111   18  1     2014
## 2370           ROBERTSON MM       1       1 0.16666667   38  1     2017
## 2371       ROBERTSON-DEAN M       1       1 0.14285714   30  1     2016
## 2372               ROBEVA R       1       1 0.07692308   12  1     2010
## 2373             ROBINSON A       1       1 0.12500000  104  1     2015
## 2374             ROBINSON D       1       1 0.11111111    5  1     2014
## 2375            ROBINSON DL       1       1 0.07142857   10  1     2009
## 2376            ROBINSON DN       1       1 0.10000000    7  1     2013
## 2377            ROBINSON LC       1       1 0.06666667   22  1     2008
## 2378            ROBINSON TJ       1       1 0.14285714  190  1     2016
## 2379             ROBISON DF       1       1 0.07142857    6  1     2009
## 2380              ROBNETT R       1       1 0.33333333    3  1     2020
## 2381                ROCA AI       1       1 0.25000000    5  1     2019
## 2382              ROCHA JBT       1       1 0.07142857    7  1     2009
## 2383            RODERICK TB       1       1 0.50000000    2  1     2021
## 2384       RODRIGO-PEIRIS T       1       1 0.20000000    3  1     2018
## 2385   ROECKLEIN-CANFIELD J       1       1 0.11111111   96  1     2014
## 2386  ROECKLIEN-CANFIELD JA       1       1 0.11111111   43  1     2014
## 2387              ROEHRIG G       1       1 0.50000000    2  1     2021
## 2388               ROGERS J       1       1 0.14285714   21  1     2016
## 2389              ROGERS JG       1       1 0.20000000    6  1     2018
## 2390              ROHLFS RV       1       1 0.20000000   25  1     2018
## 2391             ROJEWSKI J       1       1 0.25000000    6  1     2019
## 2392               ROMANO S       1       1 0.14285714   14  1     2016
## 2393              ROMANO SL       1       1 0.10000000   19  1     2013
## 2394              ROMERO AL       1       1 1.00000000    1  1     2022
## 2395              ROMERO PJ       1       1 0.50000000    1  1     2021
## 2396               ROMINE W       1       1 0.20000000    4  1     2018
## 2397              ROMINE WL       1       1 0.14285714    8  1     2016
## 2398                 ROMM I       1       1 0.07692308   14  1     2010
## 2399                RONEY J       1       1 0.11111111   18  1     2014
## 2400         ROSAS-ACOSTA G       1       1 1.00000000    1  1     2022
## 2401                ROSE LA       1       1 0.12500000   24  1     2015
## 2402             ROSEMAN JE       1       1 0.14285714    6  1     2016
## 2403           ROSENGREN KS       1       1 0.33333333    1  1     2020
## 2404            ROSENWALD A       1       1 0.12500000   17  1     2015
## 2405                ROSS JF       1       1 1.00000000    1  1     2022
## 2406                 ROSS K       1       1 0.50000000   10  1     2021
## 2407               ROSSI LF       1       1 0.07692308    9  1     2010
## 2408              ROSTON RL       1       1 0.50000000    4  1     2021
## 2409             ROTHMAN BS       1       1 0.20000000   25  1     2018
## 2410             ROTHMAN JH       1       1 0.25000000   12  1     2019
## 2411               ROUND JE       1       1 0.10000000   50  1     2013
## 2412            ROUSSEAU JV       1       1 0.10000000    7  1     2013
## 2413                ROWE MP       1       1 0.12500000   24  1     2015
## 2414              ROWELL SF       1       1 0.50000000    1  1     2021
## 2415                ROWEN C       1       1 0.16666667    5  1     2017
## 2416                  ROY C       1       1 0.25000000    5  1     2019
## 2417         ROYCHOWDHURY H       1       1 0.50000000   10  1     2021
## 2418             ROZAITIS W       1       1 0.33333333   10  1     2020
## 2419               ROZELL T       1       1 0.33333333    2  1     2020
## 2420                RUBIO L       1       1 0.10000000    7  1     2013
## 2421               RUBLE JE       1       1 0.06666667    2  1     2008
## 2422                RUDD JA       1       1 0.08333333   25  1     2011
## 2423              RUDENGA K       1       1 0.20000000   12  1     2018
## 2424               RUEDI EA       1       1 0.16666667   13  1     2017
## 2425                RUIZ GV       1       1 0.50000000    1  1     2021
## 2426            RUNDGREN CJ       1       1 0.07692308   72  1     2010
## 2427                RUSH BS       1       1 0.10000000   20  1     2013
## 2428            RUTLEDGE JC       1       1 0.14285714    9  1     2016
## 2429              RUTTER MT       1       1 0.33333333    1  1     2020
## 2430                RYAN RM       1       1 0.16666667    6  1     2017
## 2431                RYAN SP       1       1 0.33333333    5  1     2020
## 2432           RYBARCZYK BJ       1       1 0.14285714   22  1     2016
## 2433          RYBCZYNSKI SM       1       1 0.08333333    9  1     2011
## 2434               RYBSKA E       1       1 0.14285714    3  1     2016
## 2435               SABEL JL       1       1 0.16666667   10  1     2017
## 2436                 SAGY O       1       1 0.09090909   17  1     2012
## 2437                SALES J       1       1 0.07692308    5  1     2010
## 2438              SALTER IY       1       1 0.10000000    7  1     2013
## 2439               SALTO LM       1       1 0.20000000    3  1     2018
## 2440                 SALY D       1       1 0.08333333   17  1     2011
## 2441             SAMPSON PD       1       1 0.09090909    8  1     2012
## 2442               SAMUEL C       1       1 0.16666667    2  1     2017
## 2443                 SANA F       1       1 0.33333333    4  1     2020
## 2444             SANCHEZ DC       1       1 0.50000000    1  1     2021
## 2445              SANCHEZ J       1       1 0.20000000    6  1     2018
## 2446             SANCHEZ MJ       1       1 0.50000000    1  1     2021
## 2447              SANDERS D       1       1 0.25000000   18  1     2019
## 2448               SANDOZ J       1       1 0.07142857   30  1     2009
## 2449                SANDY M       1       1 0.20000000   71  1     2018
## 2450            SANKARAN SM       1       1 0.08333333   17  1     2011
## 2451             SARVARY MA       1       1 0.16666667    5  1     2017
## 2452                SASKA A       1       1 0.50000000    4  1     2021
## 2453                 SATO B       1       1 0.50000000    7  1     2021
## 2454             SAUNDERS C       1       1 0.09090909   39  1     2012
## 2455              SAVAGE NT       1       1 1.00000000    2  1     2022
## 2456                SAVOY J       1       1 0.16666667    2  1     2017
## 2457               SAVOY JN       1       1 0.20000000   27  1     2018
## 2458              SAYSON HW       1       1 0.50000000    1  1     2021
## 2459             SBEGLIA GC       1       1 0.50000000    3  1     2021
## 2460            SCHELPAT TJ       1       1 0.12500000   24  1     2015
## 2461             SCHERER AE       1       1 1.00000000    1  1     2022
## 2462               SCHIFF L       1       1 0.25000000    5  1     2019
## 2463              SCHIFF LA       1       1 0.20000000   19  1     2018
## 2464          SCHLEINIGER G       1       1 0.07692308    9  1     2010
## 2465              SCHMID RF       1       1 0.07142857   11  1     2009
## 2466              SCHMITT L       1       1 0.09090909   20  1     2012
## 2467             SCHNOES AM       1       1 0.20000000   21  1     2018
## 2468              SCHRAMM T       1       1 0.50000000    1  1     2021
## 2469           SCHROEDER NL       1       1 0.16666667    8  1     2017
## 2470           SCHROEDER SC       1       1 1.00000000    1  1     2022
## 2471         SCHUH-NUHFER N       1       1 0.20000000    6  1     2018
## 2472          SCHULTHEIS EH       1       1 0.25000000   13  1     2019
## 2473          SCHULTHEIS LM       1       1 0.25000000   16  1     2019
## 2474             SCHULTZ ZD       1       1 0.16666667   10  1     2017
## 2475            SCHUSSLER E       1       1 0.16666667    7  1     2017
## 2476              SCHUTTE K       1       1 0.20000000    7  1     2018
## 2477         SCHWANEWEDEL J       1       1 0.20000000    7  1     2018
## 2478            SCHWARTZ RS       1       1 0.25000000   14  1     2019
## 2479       SCHWARTZ-BLOOM R       1       1 0.12500000    9  1     2015
## 2480             SCHWARZ CV       1       1 0.16666667    9  1     2017
## 2481             SCHWEBER A       1       1 0.10000000   20  1     2013
## 2482               SCOTT RA       1       1 0.50000000    2  1     2021
## 2483               SCURIC Z       1       1 0.25000000   28  1     2019
## 2484              SEARLE JB       1       1 0.16666667   90  1     2017
## 2485             SEAWELL PC       1       1 0.12500000  116  1     2015
## 2486        SEGURA-TOTTEN M       1       1 0.25000000    9  1     2019
## 2487                SEIER E       1       1 0.07692308   13  1     2010
## 2488              SEIFERT K       1       1 0.07142857   12  1     2009
## 2489               SEILER J       1       1 0.16666667   11  1     2017
## 2490    SEIPELT-THIEMANN RL       1       1 0.14285714   10  1     2016
## 2491                SEIRA D       1       1 0.33333333    6  1     2020
## 2492            SEITHERS LC       1       1 0.50000000    1  1     2021
## 2493                SEITZ V       1       1 0.33333333    1  1     2020
## 2494             SELLERS PJ       1       1 0.10000000   13  1     2013
## 2495               SEMKEN S       1       1 0.16666667    7  1     2017
## 2496             SENGUPTA L       1       1 0.25000000   16  1     2019
## 2497              SEPEL LMN       1       1 0.07142857    7  1     2009
## 2498               SEVIAN H       1       1 0.20000000    1  1     2018
## 2499              SEVIER LM       1       1 0.16666667    8  1     2017
## 2500                 SHAH H       1       1 1.00000000    1  1     2022
## 2501                 SHAH N       1       1 0.33333333   10  1     2020
## 2502               SHAKED S       1       1 0.16666667   19  1     2017
## 2503             SHANNON KB       1       1 0.33333333    6  1     2020
## 2504            SHANNON LJY       1       1 0.12500000   24  1     2015
## 2505               SHARIF K       1       1 0.11111111   96  1     2014
## 2506              SHARIF KA       1       1 0.11111111   43  1     2014
## 2507               SHARMA M       1       1 0.33333333    4  1     2020
## 2508                SHARP D       1       1 0.16666667    6  1     2017
## 2509               SHARP SM       1       1 0.33333333    1  1     2020
## 2510                SHAW CA       1       1 1.00000000    3  1     2022
## 2511                SHAW KM       1       1 0.07692308   27  1     2010
## 2512                 SHAW N       1       1 0.11111111   29  1     2014
## 2513              SHEETS ED       1       1 0.06666667    9  1     2008
## 2514               SHELBY C       1       1 0.25000000   10  1     2019
## 2515             SHEPPARD K       1       1 0.06666667   21  1     2008
## 2516            SHERWOOD RE       1       1 0.11111111   29  1     2014
## 2517                  SHI J       1       1 0.07692308   89  1     2010
## 2518              SHIELDS C       1       1 0.11111111   42  1     2014
## 2519              SHIELDS P       1       1 0.07692308   32  1     2010
## 2520                SHIM SW       1       1 1.00000000    1  1     2022
## 2521            SHINNEMAN C       1       1 0.11111111   12  1     2014
## 2522             SHIVELY CL       1       1 0.25000000    9  1     2019
## 2523            SHOCKLEY FW       1       1 0.08333333   11  1     2011
## 2524               SHOOK NJ       1       1 0.20000000   14  1     2018
## 2525                SHOOP E       1       1 0.07692308  127  1     2010
## 2526               SHORES R       1       1 0.14285714   17  1     2016
## 2527              SHORTER S       1       1 0.25000000   42  1     2019
## 2528              SHOUSE AW       1       1 0.16666667    3  1     2017
## 2529              SHUGART E       1       1 0.16666667    5  1     2017
## 2530              SHULTZ GV       1       1 0.20000000   22  1     2018
## 2531          SHUSTERMAN GP       1       1 0.25000000   10  1     2019
## 2532              SIANEZ LM       1       1 0.33333333   10  1     2020
## 2533         SIEBENALLER JF       1       1 0.10000000    5  1     2013
## 2534            SIEGMUND GF       1       1 0.33333333   32  1     2020
## 2535                SIEKE S       1       1 0.14285714    5  1     2016
## 2536               SIEKE SA       1       1 0.25000000    6  1     2019
## 2537              SIKICH SM       1       1 0.50000000    4  1     2021
## 2538               SILVA EA       1       1 0.25000000    1  1     2019
## 2539               SIMEON J       1       1 1.00000000    1  1     2022
## 2540             SIMMONS ME       1       1 0.06666667   15  1     2008
## 2541             SIMMONS RE       1       1 0.20000000   14  1     2018
## 2542             SIMMONS SL       1       1 0.14285714  166  1     2016
## 2543               SIMON MR       1       1 0.20000000   11  1     2018
## 2544               SIMON SM       1       1 0.20000000    2  1     2018
## 2545             SIMONIN KA       1       1 0.20000000   25  1     2018
## 2546               SINCHE M       1       1 0.14285714   18  1     2016
## 2547               SINGER M       1       1 0.16666667   14  1     2017
## 2548               SINGER S       1       1 0.09090909   10  1     2012
## 2549               SINGLA V       1       1 0.12500000  116  1     2015
## 2550            SIRITUNGA D       1       1 0.08333333   17  1     2011
## 2551                SIRUM K       1       1 0.20000000    3  1     2018
## 2552              SIWICKI K       1       1 0.14285714   14  1     2016
## 2553             SIWICKI KK       1       1 0.14285714   17  1     2016
## 2554             SKVIRSKY R       1       1 0.11111111   10  1     2014
## 2555            SLEMMONS KE       1       1 0.16666667   44  1     2017
## 2556            SLOMINSKI T       1       1 0.33333333    3  1     2020
## 2557              SLONIM DK       1       1 0.16666667    7  1     2017
## 2558                SMITH A       1       1 1.00000000    3  1     2022
## 2559               SMITH AC       1       1 0.07692308   32  1     2010
## 2560                SMITH C       1       1 0.07692308  127  1     2010
## 2561               SMITH CF       1       1 0.09090909   24  1     2012
## 2562               SMITH CM       1       1 0.20000000    5  1     2018
## 2563               SMITH CR       1       1 0.50000000    1  1     2021
## 2564                SMITH D       1       1 0.07142857   22  1     2009
## 2565                SMITH E       1       1 0.25000000   17  1     2019
## 2566               SMITH JA       1       1 0.11111111   61  1     2014
## 2567               SMITH JJ       1       1 0.10000000   16  1     2013
## 2568               SMITH KG       1       1 0.14285714    8  1     2016
## 2569               SMITH KM       1       1 0.07692308   14  1     2010
## 2570               SMITH ML       1       1 0.09090909   10  1     2012
## 2571               SMITH NC       1       1 0.10000000   12  1     2013
## 2572                SMITH R       1       1 1.00000000    3  1     2022
## 2573               SMITH TL       1       1 0.16666667   10  1     2017
## 2574         SMITH-FLORES H       1       1 0.14285714   21  1     2016
## 2575           SMOLINSKI TG       1       1 0.07692308    3  1     2010
## 2576              SMOLKA AJ       1       1 0.12500000    1  1     2015
## 2577              SMULYAN L       1       1 0.14285714   17  1     2016
## 2578            SNODGRASS M       1       1 0.09090909    9  1     2012
## 2579               SNYDER A       1       1 0.14285714   66  1     2016
## 2580              SNYDER AJ       1       1 0.06666667    9  1     2008
## 2581              SNYDER CW       1       1 0.14285714   27  1     2016
## 2582              SNYDER JJ       1       1 0.12500000   10  1     2015
## 2583              SNYDER KE       1       1 0.12500000    9  1     2015
## 2584  SOBIESZCZUK-NOWICKA E       1       1 0.14285714    3  1     2016
## 2585                  SOH M       1       1 0.20000000    4  1     2018
## 2586             SOLOMON CM       1       1 0.20000000   15  1     2018
## 2587                SOLOW L       1       1 0.08333333   42  1     2011
## 2588              SOLTIS NA       1       1 0.33333333    4  1     2020
## 2589                 SONG C       1       1 0.50000000    4  1     2021
## 2590                SONG WX       1       1 0.07692308   32  1     2010
## 2591              SONNERT G       1       1 0.33333333    2  1     2020
## 2592                SORGO A       1       1 0.07692308   17  1     2010
## 2593             SOUTHARD K       1       1 0.14285714   25  1     2016
## 2594                SOVIC D       1       1 0.50000000    1  1     2021
## 2595                SPANA E       1       1 0.11111111   96  1     2014
## 2596              SPARKS RA       1       1 0.33333333    3  1     2020
## 2597               SPEAR JM       1       1 0.16666667   14  1     2017
## 2598               SPEER JE       1       1 0.50000000    6  1     2021
## 2599               SPELL RM       1       1 0.11111111   93  1     2014
## 2600             SPERLING H       1       1 0.11111111    5  1     2014
## 2601          SPIEGELMAN GB       1       1 0.07692308   14  1     2010
## 2602               SPIRO MD       1       1 0.06666667   16  1     2008
## 2603               SPIVEY N       1       1 0.09090909   24  1     2012
## 2604            SPRENKLE AB       1       1 1.00000000    1  1     2022
## 2605             SPRINGER J       1       1 0.11111111   44  1     2014
## 2606           SQUIRRELL JM       1       1 0.06666667    5  1     2008
## 2607          SRIVASTAVA DS       1       1 0.25000000    7  1     2019
## 2608           SRIVASTAVA V       1       1 0.10000000    7  1     2013
## 2609             ST CLAIR C       1       1 0.14285714    6  1     2016
## 2610           ST MAURICE M       1       1 0.11111111   25  1     2014
## 2611                 STAL D       1       1 0.06666667   16  1     2008
## 2612                STAMP N       1       1 0.12500000   15  1     2015
## 2613            STANFORD JS       1       1 0.06666667   11  1     2008
## 2614             STANHOPE L       1       1 0.16666667    9  1     2017
## 2615               STARK MR       1       1 0.25000000    9  1     2019
## 2616                STARK S       1       1 0.09090909    4  1     2012
## 2617               STAUB NL       1       1 0.14285714   21  1     2016
## 2618             STAYART CA       1       1 0.33333333    8  1     2020
## 2619              STEARNS T       1       1 0.12500000  116  1     2015
## 2620              STEELE MM       1       1 0.25000000    6  1     2019
## 2621           STEFANSKI KM       1       1 0.14285714   10  1     2016
## 2622               STEIN DC       1       1 0.07692308   32  1     2010
## 2623            STEINWAND B       1       1 0.20000000   29  1     2018
## 2624            STEPHENS MD       1       1 0.20000000    8  1     2018
## 2625                STERN J       1       1 0.14285714    6  1     2016
## 2626              STEWART J       1       1 0.06666667    5  1     2008
## 2627              STEWART R       1       1 0.07692308   32  1     2010
## 2628            STILLMAN JH       1       1 0.20000000   25  1     2018
## 2629               STITH JH       1       1 0.10000000    4  1     2013
## 2630            STOCKDATE P       1       1 0.20000000    3  1     2018
## 2631              STOGNIY O       1       1 0.33333333    3  1     2020
## 2632                STONE E       1       1 0.10000000    1  1     2013
## 2633                STONE M       1       1 0.20000000    1  1     2018
## 2634      STONE-JOHNSTONE A       1       1 0.33333333   10  1     2020
## 2635             STOVALL DB       1       1 0.50000000    2  1     2021
## 2636              STOVER NA       1       1 0.11111111   19  1     2014
## 2637                STOWE S       1       1 0.50000000   10  1     2021
## 2638             STOWERS JA       1       1 0.25000000    9  1     2019
## 2639              STRAUS KM       1       1 0.14285714    2  1     2016
## 2640             STRAUSS EA       1       1 0.07692308   36  1     2010
## 2641             STROBEL SA       1       1 0.09090909   77  1     2012
## 2642              STURNER K       1       1 0.33333333    3  1     2020
## 2643              STYERS ML       1       1 0.20000000   33  1     2018
## 2644                   SU T       1       1 0.11111111   21  1     2014
## 2645                  SU TT       1       1 0.08333333   20  1     2011
## 2646              SUAREZ NA       1       1 0.33333333    1  1     2020
## 2647                SUGGS K       1       1 0.33333333   13  1     2020
## 2648                  SUH K       1       1 0.33333333    4  1     2020
## 2649            SULLIVAN CH       1       1 0.10000000    1  1     2013
## 2650           SUMERACKI MA       1       1 0.33333333    5  1     2020
## 2651             SUMMERS AP       1       1 1.00000000    3  1     2022
## 2652             SUMMERS MF       1       1 0.14285714  190  1     2016
## 2653                SUN JCY       1       1 0.08333333   16  1     2011
## 2654                 SUN SY       1       1 0.14285714   46  1     2016
## 2655                  SUN W       1       1 0.10000000    1  1     2013
## 2656              SUNBURY S       1       1 0.33333333    2  1     2020
## 2657              SUNNEN CN       1       1 1.00000000    1  1     2022
## 2658              SVOBODA J       1       1 0.07692308    5  1     2010
## 2659               SWARTZ J       1       1 0.14285714    6  1     2016
## 2660              SWARTZ JE       1       1 0.14285714   14  1     2016
## 2661             SWEENEY JK       1       1 0.06666667  106  1     2008
## 2662            SWERDLOW SJ       1       1 1.00000000    1  1     2022
## 2663              SZAUTER P       1       1 0.11111111   96  1     2014
## 2664           SZTEINBERG G       1       1 0.33333333    2  1     2020
## 2665                  TAL T       1       1 0.09090909   17  1     2012
## 2666          TALEYARKHAN M       1       1 0.11111111   44  1     2014
## 2667           TAN-WILSON A       1       1 0.12500000   15  1     2015
## 2668              TANGREA M       1       1 0.20000000    6  1     2018
## 2669               TAPER ML       1       1 0.14285714   17  1     2016
## 2670             TAPPRICH W       1       1 0.12500000   17  1     2015
## 2671            TAQIEDDIN R       1       1 0.11111111   29  1     2014
## 2672                 TAWA A       1       1 0.16666667    2  1     2017
## 2673              TAYLOR JL       1       1 0.07692308   14  1     2010
## 2674              TAYLOR RT       1       1 0.33333333    3  1     2020
## 2675            TEEGARDEN D       1       1 0.11111111   42  1     2014
## 2676               TEMPE LC       1       1 0.20000000   25  1     2018
## 2677               TEMPLE L       1       1 0.07142857   12  1     2009
## 2678             TENNESON M       1       1 0.25000000    9  1     2019
## 2679             TENNIAL RE       1       1 0.25000000    5  1     2019
## 2680           TEODORESCU D       1       1 0.07692308   65  1     2010
## 2681               TERNER Z       1       1 0.25000000   12  1     2019
## 2682               TERRY DR       1       1 0.09090909   33  1     2012
## 2683                TERRY L       1       1 0.10000000   12  1     2013
## 2684             THACKER SM       1       1 0.16666667    2  1     2017
## 2685               THAISS C       1       1 0.09090909   95  1     2012
## 2686             THEOBALD E       1       1 0.20000000   46  1     2018
## 2687             THEOBALD R       1       1 0.11111111   77  1     2014
## 2688            THOMPSON AN       1       1 0.25000000    6  1     2019
## 2689             THOMPSON C       1       1 0.20000000    6  1     2018
## 2690             THOMPSON K       1       1 0.07692308    7  1     2010
## 2691            THOMPSON NL       1       1 0.10000000   15  1     2013
## 2692            THOMPSON RC       1       1 0.14285714    1  1     2016
## 2693             THOMPSON S       1       1 0.16666667   17  1     2017
## 2694              THOMSON N       1       1 0.08333333    8  1     2011
## 2695               THOR EED       1       1 0.25000000   10  1     2019
## 2696            THRELFALL J       1       1 0.11111111   43  1     2014
## 2697           THUMMAPHAN P       1       1 0.12500000   74  1     2015
## 2698             TIBBETTS Y       1       1 0.14285714   27  1     2016
## 2699             TIENSON HL       1       1 0.16666667    7  1     2017
## 2700             TIGRESS FN       1       1 0.50000000    1  1     2021
## 2701           TILLOTSON JW       1       1 0.33333333    1  1     2020
## 2702             TOBIASON D       1       1 1.00000000    1  1     2022
## 2703                TOBIN T       1       1 0.11111111   18  1     2014
## 2704                 TODD A       1       1 0.20000000    4  1     2018
## 2705          TOFEL-GREHL C       1       1 0.16666667   28  1     2017
## 2706               TOLEDO A       1       1 0.14285714   13  1     2016
## 2707              TOLMAN ER       1       1 0.25000000    9  1     2019
## 2708              TOLSMA SS       1       1 1.00000000    1  1     2022
## 2709                TOMA SP       1       1 0.25000000   28  1     2019
## 2710                TONG LL       1       1 0.06666667   13  1     2008
## 2711                 TOPP S       1       1 0.08333333   47  1     2011
## 2712                 TORO G       1       1 0.08333333   17  1     2011
## 2713                TOTH ES       1       1 0.25000000   11  1     2019
## 2714                TOWNS M       1       1 0.11111111  444  1     2014
## 2715                 TRA YV       1       1 0.07692308   13  1     2010
## 2716                 TRAN A       1       1 0.20000000    6  1     2018
## 2717                 TRAN M       1       1 0.50000000    4  1     2021
## 2718           TRAUTMANN NM       1       1 0.11111111  444  1     2014
## 2719              TREACY DJ       1       1 0.08333333   17  1     2011
## 2720               TRIEF PM       1       1 0.16666667    6  1     2017
## 2721               TROBST S       1       1 0.16666667   13  1     2017
## 2722             TROUTON KE       1       1 0.16666667    8  1     2017
## 2723                 TRUN N       1       1 0.11111111   18  1     2014
## 2724              TRUONG JM       1       1 0.16666667   17  1     2017
## 2725         TSAKRAKLIDES S       1       1 0.12500000   12  1     2015
## 2726                TSAO MS       1       1 0.14285714    2  1     2016
## 2727              TSAUSHU M       1       1 0.09090909   17  1     2012
## 2728                TSIEN F       1       1 1.00000000    3  1     2022
## 2729            TSOURKAS PK       1       1 1.00000000    1  1     2022
## 2730                TULL RG       1       1 0.14285714    9  1     2016
## 2731               TULLIS A       1       1 0.08333333   12  1     2011
## 2732                TUMA TT       1       1 0.25000000   18  1     2019
## 2733              TURNER AN       1       1 0.50000000    2  1     2021
## 2734               TURPEN C       1       1 0.10000000   42  1     2013
## 2735             TUTHILL MC       1       1 0.16666667   38  1     2017
## 2736                TYLER M       1       1 0.10000000   18  1     2013
## 2737              UECKERT C       1       1 0.08333333   13  1     2011
## 2738               UFNAR JA       1       1 0.09090909    6  1     2012
## 2739                 UHL JD       1       1 0.50000000    1  1     2021
## 2740              ULLRICH L       1       1 0.10000000    8  1     2013
## 2741           UMBANHOWAR C       1       1 0.16666667    9  1     2017
## 2742                UMOJA A       1       1 0.07142857    7  1     2009
## 2743          UNDERSANDER M       1       1 0.12500000   62  1     2015
## 2744                 UNO GE       1       1 0.14285714    3  1     2016
## 2745            UPCHURCH AM       1       1 0.50000000    1  1     2021
## 2746                USHER D       1       1 0.07692308    7  1     2010
## 2747               USHER DC       1       1 0.07692308    9  1     2010
## 2748               USHER EL       1       1 0.25000000    8  1     2019
## 2749             UTZERATH E       1       1 0.20000000    6  1     2018
## 2750               UZMAN JA       1       1 0.14285714   14  1     2016
## 2751           VALANTINE HA       1       1 0.14285714   47  1     2016
## 2752              VALLEN EA       1       1 0.14285714   17  1     2016
## 2753         VALLI-MARILL J       1       1 0.07692308    7  1     2010
## 2754        VAN DER TOORN J       1       1 0.14285714   38  1     2016
## 2755             VAN DIJK K       1       1 0.50000000    4  1     2021
## 2756            VAN HORNE K       1       1 0.16666667    3  1     2017
## 2757       VAN JOOLINGEN WR       1       1 0.50000000    3  1     2021
## 2758           VAN LACUM EB       1       1 0.11111111   18  1     2014
## 2759            VAN NESS GR       1       1 0.10000000    9  1     2013
## 2760           VAN STOLK AP       1       1 0.07692308   14  1     2010
## 2761      VAN VALKENBURGH B       1       1 0.50000000    1  1     2021
## 2762           VAN VLIET EA       1       1 0.12500000   83  1     2015
## 2763             VAN WART A       1       1 0.33333333    8  1     2020
## 2764          VAN WYLEN DGL       1       1 0.10000000    4  1     2013
## 2765           VAN ZANDT PA       1       1 0.20000000   33  1     2018
## 2766               VANAGS C       1       1 0.11111111    5  1     2014
## 2767          VANDER WAAL K       1       1 0.25000000    3  1     2019
## 2768             VANDIVER R       1       1 0.10000000    4  1     2013
## 2769         VARMA-NELSON P       1       1 0.11111111  444  1     2014
## 2770           VARVAYANIS S       1       1 0.33333333    8  1     2020
## 2771              VEAZEY BD       1       1 0.06666667  106  1     2008
## 2772                VEGA LR       1       1 0.33333333   13  1     2020
## 2773              VELARDE K       1       1 0.50000000    2  1     2021
## 2774             VELASCO JB       1       1 0.12500000   62  1     2015
## 2775                VELEZ A       1       1 0.08333333   17  1     2011
## 2776                VERMA M       1       1 0.50000000    7  1     2021
## 2777               VICENS Q       1       1 0.07692308   89  1     2010
## 2778            VIGUEIRA CC       1       1 0.33333333    4  1     2020
## 2779            VIGUEIRA PA       1       1 0.33333333    4  1     2020
## 2780            VILLAREJO M       1       1 0.06666667  106  1     2008
## 2781               VINCES M       1       1 0.16666667    9  1     2017
## 2782               VINSON E       1       1 0.25000000   11  1     2019
## 2783                VOGEL J       1       1 0.07142857   11  1     2009
## 2784                 VOGT G       1       1 0.10000000    3  1     2013
## 2785           VON ARNIM AG       1       1 0.16666667    3  1     2017
## 2786            VORONOFF SA       1       1 0.33333333    6  1     2020
## 2787               VRANA CJ       1       1 0.09090909    2  1     2012
## 2788          VREDENBURG VT       1       1 0.20000000   25  1     2018
## 2789          VULPERHORST J       1       1 0.14285714   56  1     2016
## 2790                VUONG E       1       1 0.33333333   13  1     2020
## 2791              WACHIRA J       1       1 0.07692308    4  1     2010
## 2792           WACHSMUTH LP       1       1 0.16666667   13  1     2017
## 2793               WACKER A       1       1 0.11111111   12  1     2014
## 2794                WADE JM       1       1 0.25000000   16  1     2019
## 2795              WAGNER DJ       1       1 0.14285714    2  1     2016
## 2796            WAHLBERG SJ       1       1 0.20000000    4  1     2018
## 2797            WAKIMOTO BT       1       1 0.09090909    8  1     2012
## 2798        WALCK-SHANNON E       1       1 0.25000000    4  1     2019
## 2799             WALCOTT RL       1       1 0.20000000    5  1     2018
## 2800              WALKER DE       1       1 0.06666667    1  1     2008
## 2801              WALKER KM       1       1 0.50000000    4  1     2021
## 2802               WALKER M       1       1 0.50000000    1  1     2021
## 2803                 WALL C       1       1 0.11111111   18  1     2014
## 2804             WALLACE CS       1       1 0.09090909   10  1     2012
## 2805                WALSH K       1       1 0.10000000    2  1     2013
## 2806               WALSH LL       1       1 0.50000000    6  1     2021
## 2807              WALSTON T       1       1 0.07692308   11  1     2010
## 2808                WALT DR       1       1 0.16666667    7  1     2017
## 2809              WALTER EM       1       1 0.14285714   31  1     2016
## 2810              WALTERS T       1       1 0.25000000   15  1     2019
## 2811                 WANG C       1       1 0.50000000    1  1     2021
## 2812                 WANG S       1       1 0.09090909   25  1     2012
## 2813                WARD JR       1       1 0.11111111   29  1     2014
## 2814                WARD RE       1       1 1.00000000    1  1     2022
## 2815                WARE VC       1       1 1.00000000    1  1     2022
## 2816             WAREHAM HT       1       1 0.11111111    1  1     2014
## 2817              WARFA ARM       1       1 0.14285714   28  1     2016
## 2818              WARING AL       1       1 0.33333333    3  1     2020
## 2819             WARKINA TD       1       1 0.50000000    4  1     2021
## 2820              WARNER DM       1       1 0.20000000    3  1     2018
## 2821              WARNER IM       1       1 0.20000000    1  1     2018
## 2822              WARNER MH       1       1 1.00000000    1  1     2022
## 2823          WASHINGTON JM       1       1 1.00000000    1  1     2022
## 2824          WASHINGTON PM       1       1 0.10000000    8  1     2013
## 2825          WATHINGTON HD       1       1 0.16666667    5  1     2017
## 2826             WATKINS ES       1       1 0.25000000    1  1     2019
## 2827             WATKINS JC       1       1 0.07692308    7  1     2010
## 2828             WATKINS JM       1       1 0.11111111    6  1     2014
## 2829              WATSON FL       1       1 0.06666667   13  1     2008
## 2830               WATTS SW       1       1 0.25000000    6  1     2019
## 2831               WAUGH AH       1       1 0.33333333    6  1     2020
## 2832              WAYMENT T       1       1 0.25000000    9  1     2019
## 2833              WEAVER GC       1       1 0.14285714   19  1     2016
## 2834              WEAVER KF       1       1 0.14285714   13  1     2016
## 2835              WEAVER PF       1       1 0.14285714   13  1     2016
## 2836               WEBBER A       1       1 0.25000000    9  1     2019
## 2837               WEBBER K       1       1 0.08333333   44  1     2011
## 2838               WEBER CF       1       1 0.14285714    1  1     2016
## 2839               WECKER L       1       1 0.33333333    9  1     2020
## 2840               WEFER SH       1       1 0.06666667   21  1     2008
## 2841                WEFES I       1       1 0.33333333    8  1     2020
## 2842              WEIGEL EG       1       1 0.33333333    3  1     2020
## 2843           WEINSTEIN SL       1       1 0.20000000   25  1     2018
## 2844                 WEIR L       1       1 0.25000000    5  1     2019
## 2845                 WEIR M       1       1 0.10000000    4  1     2013
## 2846                WEISS M       1       1 0.07142857  285  1     2009
## 2847           WEISSTEIN AE       1       1 0.07692308    9  1     2010
## 2848                WELCH L       1       1 0.14285714   11  1     2016
## 2849               WELCH NT       1       1 0.09090909    9  1     2012
## 2850              WELKER JD       1       1 0.20000000    6  1     2018
## 2851           WENDEROTH AP       1       1 0.08333333  153  1     2011
## 2852        WENER-FLIGNER L       1       1 0.16666667   27  1     2017
## 2853         WEREMIJEWICZ J       1       1 0.25000000    6  1     2019
## 2854             WERNECKE U       1       1 0.20000000    7  1     2018
## 2855             WESSLER SR       1       1 0.14285714   19  1     2016
## 2856              WESTER ER       1       1 0.50000000    6  1     2021
## 2857              WESTERN T       1       1 0.07142857   11  1     2009
## 2858               WESTON M       1       1 0.12500000   23  1     2015
## 2859            WESTOVER KM       1       1 1.00000000    1  1     2022
## 2860               WHITE AR       1       1 0.16666667    8  1     2017
## 2861                WHITE C       1       1 0.07692308    4  1     2010
## 2862                WHITE G       1       1 0.10000000    4  1     2013
## 2863               WHITE HB       1       1 0.07692308    9  1     2010
## 2864                WHITE I       1       1 0.33333333   10  1     2020
## 2865               WHITE JG       1       1 0.06666667    5  1     2008
## 2866               WHITE QM       1       1 0.50000000    2  1     2021
## 2867               WHITE SJ       1       1 1.00000000    1  1     2022
## 2868         WHITE-LEWIS DK       1       1 1.00000000    1  1     2022
## 2869    WHITEFLEET-SMITH JL       1       1 1.00000000    1  1     2022
## 2870          WHITTINGTON D       1       1 0.14285714   22  1     2016
## 2871            WHITWORTH K       1       1 0.20000000    9  1     2018
## 2872              WIATROS N       1       1 0.12500000   22  1     2015
## 2873              WIBERG HK       1       1 0.16666667    9  1     2017
## 2874                 WICK S       1       1 0.12500000    2  1     2015
## 2875            WIDENHORN R       1       1 0.10000000    9  1     2013
## 2876              WIEBLER J       1       1 0.16666667    1  1     2017
## 2877               WILES JR       1       1 0.12500000   10  1     2015
## 2878                WILES S       1       1 0.10000000    7  1     2013
## 2879               WILEY EA       1       1 0.11111111   19  1     2014
## 2880                WILKS J       1       1 0.33333333    5  1     2020
## 2881             WILLIAMS A       1       1 0.07692308  170  1     2010
## 2882            WILLIAMS BA       1       1 0.16666667   13  1     2017
## 2883            WILLIAMS CS       1       1 0.50000000    1  1     2021
## 2884            WILLIAMS CT       1       1 0.14285714   31  1     2016
## 2885            WILLIAMS DC       1       1 1.00000000    1  1     2022
## 2886            WILLIAMS LG       1       1 0.06666667    2  1     2008
## 2887            WILLIAMS PH       1       1 0.11111111   12  1     2014
## 2888            WILLIAMS SN       1       1 0.16666667   22  1     2017
## 2889            WILLIAMS TM       1       1 0.20000000    1  1     2018
## 2890               WILLS BD       1       1 0.50000000    3  1     2021
## 2891             WILLSIE JK       1       1 0.25000000   16  1     2019
## 2892              WILMOTH L       1       1 0.10000000    7  1     2013
## 2893               WILSON A       1       1 0.33333333    2  1     2020
## 2894              WILSON AE       1       1 0.50000000    3  1     2021
## 2895              WILSON BA       1       1 0.07692308  127  1     2010
## 2896              WILSON JA       1       1 0.50000000    1  1     2021
## 2897              WILSON RE       1       1 0.08333333   11  1     2011
## 2898       WILSON-KENNEDY Z       1       1 0.20000000    1  1     2018
## 2899      WILSON-KENNEDY ZS       1       1 0.20000000    2  1     2018
## 2900            WILTBANK LB       1       1 0.25000000    5  1     2019
## 2901                WINCE T       1       1 0.14285714   25  1     2016
## 2902              WINGERT D       1       1 0.33333333   10  1     2020
## 2903             WINNIPS JC       1       1 0.12500000   83  1     2015
## 2904             WINSTEAD R       1       1 0.50000000    1  1     2021
## 2905             WITHERS GS       1       1 0.09090909   10  1     2012
## 2906                WITHY K       1       1 0.20000000    1  1     2018
## 2907                WITT ML       1       1 0.50000000    4  1     2021
## 2908            WITTEKIND E       1       1 0.50000000    2  1     2021
## 2909             WOFFORD AM       1       1 0.33333333    9  1     2020
## 2910             WOLBACH KC       1       1 0.07692308   21  1     2010
## 2911                WOLF JG       1       1 0.50000000    4  1     2021
## 2912              WOLKOW TD       1       1 0.11111111    9  1     2014
## 2913             WOLTERS CA       1       1 0.50000000    1  1     2021
## 2914              WOMACK VY       1       1 0.33333333    9  1     2020
## 2915                WOOD CV       1       1 0.33333333    9  1     2020
## 2916             WOODARD CT       1       1 0.07692308   19  1     2010
## 2917             WOODCOCK A       1       1 1.00000000    1  1     2022
## 2918              WOODHAM S       1       1 0.16666667    9  1     2017
## 2919          WORMINGTON SV       1       1 0.12500000    9  1     2015
## 2920               WORTIS H       1       1 0.11111111   10  1     2014
## 2921               WRIGHT A       1       1 0.16666667   15  1     2017
## 2922               WRIGHT M       1       1 0.50000000    1  1     2021
## 2923           WRIGHTING DM       1       1 0.50000000    1  1     2021
## 2924                  WU XB       1       1 0.06666667   15  1     2008
## 2925       WUST-ACKERMANN P       1       1 0.14285714    7  1     2016
## 2926               WYATT KH       1       1 0.11111111   29  1     2014
## 2927                 WYER M       1       1 0.14285714   66  1     2016
## 2928                WYNER Y       1       1 0.33333333    1  1     2020
## 2929               XAVIER J       1       1 0.14285714    1  1     2016
## 2930                XIANG L       1       1 0.20000000    3  1     2018
## 2931                  XU XY       1       1 0.16666667    7  1     2017
## 2932            YAMPOLSKY L       1       1 0.08333333    6  1     2011
## 2933                YANG XM       1       1 0.16666667    7  1     2017
## 2934          YARBOROUGH MA       1       1 0.25000000    5  1     2019
## 2935                 YEN JW       1       1 0.14285714    8  1     2016
## 2936                   YU B       1       1 0.50000000    1  1     2021
## 2937                 YUAN J       1       1 0.11111111   12  1     2014
## 2938                 YUAN R       1       1 0.06666667    1  1     2008
## 2939               ZAJIC DE       1       1 0.50000000    9  1     2021
## 2940             ZAMBRANO J       1       1 0.33333333    3  1     2020
## 2941     ZEILSTRA-RYALLS JH       1       1 1.00000000    1  1     2022
## 2942                ZHANG B       1       1 0.10000000    3  1     2013
## 2943                ZHANG H       1       1 0.08333333   42  1     2011
## 2944                ZHAO FF       1       1 0.25000000    4  1     2019
## 2945                 ZHAO J       1       1 0.14285714   28  1     2016
## 2946                ZHAO JQ       1       1 0.14285714   14  1     2016
## 2947                  ZHI Q       1       1 0.25000000    5  1     2019
## 2948              ZIADIE MA       1       1 0.20000000   14  1     2018
## 2949             ZIEFFLER A       1       1 0.16666667    9  1     2017
## 2950              ZIEGLER B       1       1 0.11111111   17  1     2014
## 2951              ZIEGLER L       1       1 0.16666667    9  1     2017
## 2952          ZILBERSTEIN D       1       1 0.09090909   17  1     2012
## 2953             ZIMBARDI K       1       1 0.14285714   30  1     2016
## 2954                ZINK AG       1       1 0.20000000   25  1     2018
## 2955           ZUCKERMAN AL       1       1 0.50000000    1  1     2021
## 2956            ZUKSWERT JM       1       1 0.25000000   13  1     2019
as_tibble(results$Authors)
## # A tibble: 3,187 × 2
##    AU              n
##    <chr>       <int>
##  1 BROWNELL SE    36
##  2 TANNER KD      34
##  3 DOLAN EL       28
##  4 KNIGHT JK      26
##  5 EDDY SL        21
##  6 SMITH MK       21
##  7 COOPER KM      19
##  8 ALLEN D        15
##  9 HOOPES LLM     15
## 10 STARK LA       15
## # … with 3,177 more rows
authordata <- dplyr::inner_join(tibble::as_tibble(results$Authors),indices$H, by = c("AU" = "Element")) %>%
  filter("n" > 5) %>% #only showing authors with at least 5 publications.
  mutate(AU = str_replace(
      str_to_title(AU),
      "[a-zA-Z]+$",
      str_to_upper(
        str_extract(
          AU,"[a-zA-Z]+$")
        )))


authorprod <- authorProdOverTime(data, k = 10, graph = TRUE)$graph + 
  labs(title = "Author productivity from 2008 - 2022", x = NULL, y = NULL) + 
  theme_minimal() +
  theme(plot.title.position = "plot",
        panel.grid.minor = element_blank(),
        panel.grid.major.y = element_blank(),
        legend.title = element_text(),
        axis.text.y = element_text(margin = margin(r = -0.05, l = 0.3, unit = "in")))
## `summarise()` has grouped output by 'Author'. You can override using the `.groups` argument.

authorprod

ggsave("figures/AuthorProd.jpg", 
       device = "jpeg", dpi = 400, bg = "white",
       width = 7, height = 4.5, units = "in", limitsize = FALSE)


authordata %>%
  filter(n > 8) %>%
ggplot(aes( x = NP, y = h_index)) + 
  geom_point(alpha = 0.6) +
  geom_label_repel(aes(label = AU), size = 2,  box.padding = 0.001, min.segment.length = 0.01) +
  #theme_dark() +
  theme_default +
  labs(y = "h—index",
       x = "Publications",
       caption = "CBE — Life Science Education") +
  coord_flip() +
  ggtitle("Author productivity", subtitle = "Number of publications and h-index for LSE authors between 2010 and 2021")

authordata %>%
  filter(n > 8) %>%
ggplot(aes(x = reorder(AU, (NP)), y = NP)) + 
  geom_col(alpha = 1) +
  #geom_label_repel(aes(label = AU), size = 2, box.padding = 0.001, min.segment.length = 0.01)  +
  #theme_minimal()+
  theme_default +
  labs(y = NULL,
       x = NULL,
       caption = "CBE — Life Science Education between 2010 and 2021") +
  coord_flip() +
  theme(axis.text.y = element_text(size = 8),
        panel.grid.major.y = element_blank(),
        #panel.grid.major.x = element_blank(),
        #panel.grid.minor.x = element_blank(),
        legend.position = 'none') +
  ggtitle("Author productivity", subtitle = "Number of publications by LSE authors")

# Add color for school type using the other graph to depict these. 
# Going to use full join between data on author productivity and their affiliation (university or institution). 

Affiliations around the world

Affiliations in the US

#Affiliation Map - US
#Joining files
msidata <- read_excel("rawdata/2020eligibilitymatrix.xlsx", 
    skip = 10)
## Warning: Coercing boolean to numeric in L129 / R129C12
## Warning: Coercing boolean to numeric in R129 / R129C18
## Warning: Coercing boolean to numeric in L786 / R786C12
## Warning: Coercing boolean to numeric in R786 / R786C18
## Warning: Coercing boolean to numeric in L845 / R845C12
## Warning: Coercing boolean to numeric in R845 / R845C18
## Warning: Coercing boolean to numeric in L1471 / R1471C12
## Warning: Coercing boolean to numeric in R1471 / R1471C18
## Warning: Coercing boolean to numeric in L1472 / R1472C12
## Warning: Coercing boolean to numeric in R1472 / R1472C18
## Warning: Coercing boolean to numeric in L1473 / R1473C12
## Warning: Coercing boolean to numeric in R1473 / R1473C18
## Warning: Coercing boolean to numeric in L1474 / R1474C12
## Warning: Coercing boolean to numeric in R1474 / R1474C18
## Warning: Coercing boolean to numeric in L1475 / R1475C12
## Warning: Coercing boolean to numeric in R1475 / R1475C18
## Warning: Coercing boolean to numeric in L1488 / R1488C12
## Warning: Coercing boolean to numeric in R1488 / R1488C18
## Warning: Coercing boolean to numeric in L1642 / R1642C12
## Warning: Coercing boolean to numeric in R1642 / R1642C18
## Warning: Coercing boolean to numeric in L1643 / R1643C12
## Warning: Coercing boolean to numeric in R1643 / R1643C18
## Warning: Coercing boolean to numeric in L1644 / R1644C12
## Warning: Coercing boolean to numeric in R1644 / R1644C18
## Warning: Coercing boolean to numeric in L1645 / R1645C12
## Warning: Coercing boolean to numeric in R1645 / R1645C18
## Warning: Coercing boolean to numeric in L1646 / R1646C12
## Warning: Coercing boolean to numeric in R1646 / R1646C18
## Warning: Coercing boolean to numeric in L1647 / R1647C12
## Warning: Coercing boolean to numeric in R1647 / R1647C18
## Warning: Coercing boolean to numeric in L1649 / R1649C12
## Warning: Coercing boolean to numeric in R1649 / R1649C18
## Warning: Expecting numeric in AZ1765 / R1765C52: got '4R'
## Warning: Coercing boolean to numeric in L1906 / R1906C12
## Warning: Coercing boolean to numeric in R1906 / R1906C18
## Warning: Coercing boolean to numeric in L2133 / R2133C12
## Warning: Coercing boolean to numeric in R2133 / R2133C18
## Warning: Coercing boolean to numeric in L2134 / R2134C12
## Warning: Coercing boolean to numeric in R2134 / R2134C18
## Warning: Coercing boolean to numeric in L2135 / R2135C12
## Warning: Coercing boolean to numeric in R2135 / R2135C18
## Warning: Coercing boolean to numeric in L2136 / R2136C12
## Warning: Coercing boolean to numeric in R2136 / R2136C18
## Warning: Coercing boolean to numeric in L2137 / R2137C12
## Warning: Coercing boolean to numeric in R2137 / R2137C18
## Warning: Coercing boolean to numeric in L2198 / R2198C12
## Warning: Coercing boolean to numeric in R2198 / R2198C18
## Warning: Expecting numeric in AZ2341 / R2341C52: got '4R'
## Warning: Coercing boolean to numeric in L2395 / R2395C12
## Warning: Coercing boolean to numeric in R2395 / R2395C18
## Warning: Coercing boolean to numeric in L2396 / R2396C12
## Warning: Coercing boolean to numeric in R2396 / R2396C18
## Warning: Coercing boolean to numeric in L2397 / R2397C12
## Warning: Coercing boolean to numeric in R2397 / R2397C18
## Warning: Coercing boolean to numeric in L2641 / R2641C12
## Warning: Coercing boolean to numeric in R2641 / R2641C18
## Warning: Expecting numeric in AZ2643 / R2643C52: got '5R'
## Warning: Coercing boolean to numeric in L2696 / R2696C12
## Warning: Coercing boolean to numeric in R2696 / R2696C18
## Warning: Coercing boolean to numeric in L2721 / R2721C12
## Warning: Coercing boolean to numeric in R2721 / R2721C18
## Warning: Coercing boolean to numeric in L2868 / R2868C12
## Warning: Coercing boolean to numeric in R2868 / R2868C18
## Warning: Coercing boolean to numeric in L2869 / R2869C12
## Warning: Coercing boolean to numeric in R2869 / R2869C18
## Warning: Coercing boolean to numeric in L2870 / R2870C12
## Warning: Coercing boolean to numeric in R2870 / R2870C18
## Warning: Coercing boolean to numeric in L2871 / R2871C12
## Warning: Coercing boolean to numeric in R2871 / R2871C18
## Warning: Coercing boolean to numeric in L2872 / R2872C12
## Warning: Coercing boolean to numeric in R2872 / R2872C18
## Warning: Coercing boolean to numeric in L2873 / R2873C12
## Warning: Coercing boolean to numeric in R2873 / R2873C18
## Warning: Coercing boolean to numeric in L2874 / R2874C12
## Warning: Coercing boolean to numeric in R2874 / R2874C18
## Warning: Coercing boolean to numeric in L2875 / R2875C12
## Warning: Coercing boolean to numeric in R2875 / R2875C18
## Warning: Coercing boolean to numeric in L2876 / R2876C12
## Warning: Coercing boolean to numeric in R2876 / R2876C18
## Warning: Coercing boolean to numeric in L2877 / R2877C12
## Warning: Coercing boolean to numeric in R2877 / R2877C18
## Warning: Coercing boolean to numeric in L2878 / R2878C12
## Warning: Coercing boolean to numeric in R2878 / R2878C18
## Warning: Coercing boolean to numeric in L2879 / R2879C12
## Warning: Coercing boolean to numeric in R2879 / R2879C18
## Warning: Coercing boolean to numeric in L2880 / R2880C12
## Warning: Coercing boolean to numeric in R2880 / R2880C18
## Warning: Coercing boolean to numeric in L2881 / R2881C12
## Warning: Coercing boolean to numeric in R2881 / R2881C18
## Warning: Coercing boolean to numeric in L2882 / R2882C12
## Warning: Coercing boolean to numeric in R2882 / R2882C18
## Warning: Coercing boolean to numeric in L2883 / R2883C12
## Warning: Coercing boolean to numeric in R2883 / R2883C18
## Warning: Coercing boolean to numeric in L2884 / R2884C12
## Warning: Coercing boolean to numeric in R2884 / R2884C18
## Warning: Coercing boolean to numeric in L2885 / R2885C12
## Warning: Coercing boolean to numeric in R2885 / R2885C18
## Warning: Coercing boolean to numeric in L2886 / R2886C12
## Warning: Coercing boolean to numeric in R2886 / R2886C18
## Warning: Coercing boolean to numeric in L2887 / R2887C12
## Warning: Coercing boolean to numeric in R2887 / R2887C18
## Warning: Coercing boolean to numeric in L2888 / R2888C12
## Warning: Coercing boolean to numeric in R2888 / R2888C18
## Warning: Coercing boolean to numeric in L2889 / R2889C12
## Warning: Coercing boolean to numeric in R2889 / R2889C18
## Warning: Coercing boolean to numeric in L2890 / R2890C12
## Warning: Coercing boolean to numeric in R2890 / R2890C18
## Warning: Coercing boolean to numeric in L2897 / R2897C12
## Warning: Coercing boolean to numeric in R2897 / R2897C18
## Warning: Coercing boolean to numeric in L2899 / R2899C12
## Warning: Coercing boolean to numeric in R2899 / R2899C18
## Warning: Coercing boolean to numeric in L2900 / R2900C12
## Warning: Coercing boolean to numeric in R2900 / R2900C18
## Warning: Coercing boolean to numeric in L2901 / R2901C12
## Warning: Coercing boolean to numeric in R2901 / R2901C18
## Warning: Expecting numeric in AZ2902 / R2902C52: got '5R'
## Warning: Expecting numeric in AZ2904 / R2904C52: got '5R'
## Warning: Coercing boolean to numeric in L2911 / R2911C12
## Warning: Coercing boolean to numeric in R2911 / R2911C18
## Warning: Coercing boolean to numeric in L2913 / R2913C12
## Warning: Coercing boolean to numeric in R2913 / R2913C18
## Warning: Coercing boolean to numeric in L2914 / R2914C12
## Warning: Coercing boolean to numeric in R2914 / R2914C18
## Warning: Coercing boolean to numeric in L2915 / R2915C12
## Warning: Coercing boolean to numeric in R2915 / R2915C18
## Warning: Coercing boolean to numeric in L2916 / R2916C12
## Warning: Coercing boolean to numeric in R2916 / R2916C18
## Warning: Coercing boolean to numeric in L2918 / R2918C12
## Warning: Coercing boolean to numeric in R2918 / R2918C18
## Warning: Coercing boolean to numeric in L3083 / R3083C12
## Warning: Coercing boolean to numeric in R3083 / R3083C18
## Warning: Coercing boolean to numeric in L3084 / R3084C12
## Warning: Coercing boolean to numeric in R3084 / R3084C18
## Warning: Coercing boolean to numeric in L3085 / R3085C12
## Warning: Coercing boolean to numeric in R3085 / R3085C18
## Warning: Coercing boolean to numeric in L3086 / R3086C12
## Warning: Coercing boolean to numeric in R3086 / R3086C18
## Warning: Coercing boolean to numeric in L3087 / R3087C12
## Warning: Coercing boolean to numeric in R3087 / R3087C18
## Warning: Coercing boolean to numeric in L3088 / R3088C12
## Warning: Coercing boolean to numeric in R3088 / R3088C18
## Warning: Coercing boolean to numeric in L3182 / R3182C12
## Warning: Coercing boolean to numeric in R3182 / R3182C18
## Warning: Coercing boolean to numeric in L3189 / R3189C12
## Warning: Coercing boolean to numeric in R3189 / R3189C18
## Warning: Coercing boolean to numeric in L3190 / R3190C12
## Warning: Coercing boolean to numeric in R3190 / R3190C18
## Warning: Coercing boolean to numeric in L3191 / R3191C12
## Warning: Coercing boolean to numeric in R3191 / R3191C18
## Warning: Expecting numeric in AZ3389 / R3389C52: got '5R'
affiliations <- read_excel("tables/UnivIndex.xlsx")
## New names:
## • `` -> `...1`
## • `AFF` -> `AFF...2`
## • `AFF` -> `AFF...3`
## • `` -> `...7`
msiuniv <- left_join(affiliations, msidata) %>%
  filter(OPEID != "NA")
## Joining, by = "OPEID"
#Tables
msistates <- msiuniv %>%
  group_by(St) %>%
  summarize(n = n(), articles = sum(Freq) ) %>%
  #filter(!(St %in% c("MH", "PR", "VI", "GU"))) %>% 
  rename(states = St, affiliations = n) %>%
  group_by(affiliations, articles)
view(msistates)

msistates$state_name <- state.name[match(msistates$states,state.abb)]

us <- fortify(map_data("state"), region = "region") %>%
  mutate(region = str_to_title(region))
spatial_data <- right_join(msistates,
                          us,
                          by = c("state_name" ="region"))

affiliationMap <- ggplot() +
  geom_map(data  =  spatial_data, map = us,
             aes(x = long, y = lat, map_id = state_name, group = group, fill = affiliations, label = states),
             color = "black", size = 0.25) +
  coord_map("albers", lat0 = 39, lat1 = 45) +
  theme_map() +
  theme_default +
  scale_fill_viridis_c(option = "E", 
                       direction = -1)+
  labs(fill = "Author affiliations",
       title = "Number of author affilitations by state",
       x = NULL,
       y = NULL) +
  theme(plot.margin = unit(c(1,1,1,1), "cm"),
        panel.background = element_blank())
## Warning: Ignoring unknown aesthetics: x, y, label
ggsave("figures/AffiliationUSMap.jpg", device = "jpeg", dpi = 400,  width = 7,
  height = 5,
  units = "in", limitsize = FALSE)


centroids <- spatial_data %>%
  group_by(state_name, articles) %>%
  summarise(latitude = exp(mean(log(lat))), longitude = exp(mean(log(long))))
## Warning in log(long): NaNs produced
## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced

## Warning in log(long): NaNs produced
## `summarise()` has grouped output by 'state_name'. You can override using the `.groups` argument.
#Article Map 
ArticlesUSMap <- ggplot() +
  geom_map(data  =  spatial_data, map = us,
           aes(x = long, y = lat, map_id = state_name, group = group, fill = articles, label = states),
             color = "white", size = 0.25) +
  coord_map("moll") +
  theme_map() +
  labs(fill = "Publications",
       title = "Articles by author's state affiliation",
       caption = "DC: 23, PR: 11, HI: 6, AK: 3, VI: 2, GU: 1, MH: 1.\nCounts are summarized by state/territory of each article by each author's affiliation.",
    x = NULL,
    y = NULL
    ) +
  scale_fill_carto_c(palette = "BluGrn", direction = 1) +
  theme(#plot.margin = unit(c(-2,0,0,0), "cm"),
        panel.background = element_blank(),
        legend.background = element_blank(),
        legend.direction = "vertical",
        legend.title=element_blank(),
        legend.key.height= unit(.5, 'cm'),
        legend.key.width= unit(.5, 'cm'),
        plot.caption.position = "plot",
        plot.caption = element_text(hjust = 0)
        #legend.position = "top"
        )
## Warning: Ignoring unknown aesthetics: x, y, label
ArticlesUSMap

ggsave("figures/ArticlesUSMap.jpg",
       device = "jpeg", dpi = 400,
       width = 7, height = 4,
       units = "in", limitsize = FALSE)
ggarrange(AffiliationWorldMap, ArticlesUSMap, legend = "right", ncol = 1, nrow = 2, align = c("hv"))

ggsave("figures/WorldUSMap.jpg",
       device = "jpeg", dpi = 400,
       width = 7, height = 8,
       units = "in", bg = "white", limitsize = FALSE)
## Warning: Removed 1 rows containing missing values (position_stack).
## Warning: Removed 1 rows containing missing values (geom_text).

## Warning: Removed 1 rows containing missing values (position_stack).
## Removed 1 rows containing missing values (geom_text).
## Warning: Removed 1 rows containing missing values (position_stack).
## Warning: Removed 1 rows containing missing values (geom_text).

temp <- msiuniv %>%
  mutate_if(is.numeric,as.factor)%>%
  mutate_if(is.character,as.factor)%>%
  select(`Institution Name`,`AANAPISI`, `AANAPISI F`,`ANNH`,`ANNH F`,`HBCU`,`HBCU Masters`, HBGI,HSI,`HSI STEM`,NASNTI, `NASNTI F` ,`PBI F`,`PBI A`,PPOHA,SIP,TCCU) %>%
  pivot_longer(cols = !`Institution Name`) %>%
  mutate(eligibility = if_else(value == 1 | value == 2| value == 3, "Ineligible", "NA")) %>%
  mutate(eligibility = if_else(value == 4 | value == '4R' |value == 5 | value == '5R', "Eligible or potentially eligible", eligibility))%>%
  mutate(eligibility = if_else(value == 6, "Current grantee", eligibility)) %>%
  mutate(eligibility = if_else(value == 0, "Undetermined", eligibility)) %>%
  group_by(name,eligibility)%>%
  summarize(n=n())%>%
  mutate(perc = round(n/sum(n),3)) %>%
  mutate(titleIII = case_when(
    name == "SIP" ~ TRUE,
    TRUE ~ FALSE))
## `summarise()` has grouped output by 'name'. You can override using the `.groups` argument.
msisummary_n <- temp%>%
  select(!perc)%>%
  pivot_wider(names_from = name, values_from = c(n))
view(msisummary_n)

msisummary_perc <- temp%>%
  select(!n)%>%
  mutate(perc = label_percent()(perc)) %>% 
  pivot_wider(names_from = name, values_from = c(perc))
view(msisummary_perc)

# temp %>%
#   filter(eligibility == "Current grantee") %>%
#   arrange(perc, "desc") %>% 
#   mutate(name = as.character(name)) %>%
#   mutate(perc = case_when(name == "SIP" ~ 100,
#                           TRUE ~ perc))%>%
#   mutate(name = reorder(as.factor(name), desc(perc)), order = (perc)) %>%
#   pull(name)-> x_levels
temp$name<- factor(temp$name, levels = c("SIP","HBCU Masters", "TCCU","AANAPISI", "PBI A", "ANNH","PBI F","PPOHA","AANAPISI F", "HBGI","HBCU" ,"HSI STEM","HSI"))

MSIAffiliationPlot <- temp %>% 
  filter(#eligibility != "Ineligible" &
    eligibility != "Undetermined", 
    #eligibility != "Ineligible", 
    !is.na(name)) %>%
  ggplot(aes(x = name, y = perc, fill = eligibility)) +
  geom_col(position = position_stack(reverse = TRUE)) +
  scale_y_continuous(labels = scales::percent, limits = c(0,1)) +
  coord_flip() +
  facet_grid(rows = vars(titleIII), scales = "free", space = "free")+
  #theme_dark() +
  #scale_fill_manual(values = c("#F26E50", "#F2A679", "#F2D6B9")) +
  #scale_fill_viridis(discrete = TRUE, option = "F") +
  scale_fill_manual(values = c("#266b6e", "#4da284", "#c4e6c3"
                               )) +
 #scale_fill_carto_d(palette = "BluGrn", direction = -1) +
  
  #c4e6c3,#96d2a4,#6dbc90,#4da284,#36877a,#266b6e,#1d4f60
  
  theme_default + 
  labs(
    title = "US Author affiliations by Minority Serving Institution status",
    y = NULL, 
    x = NULL
  )  +
  theme(legend.title = element_blank(),
        legend.position = "bottom",
        panel.grid.major = element_blank(),
        panel.grid.minor = element_blank(),
        axis.text.y = element_text(margin = margin(r = -0.5, l = 0.4, unit = "cm")),
        strip.text.y =  element_blank()
       )

MSIAffiliationPlot

ggsave("figures/MsiAffiliations.jpg",
       device = "jpeg", dpi = 400,
       width = 7, height = 4,
       units = "in", limitsize = FALSE)

#mutate(status = if_else(value == TRUE, "Eligible or current grantee",  NA, status ==                     if_else(value == FALSE,"Not eligible or potentially eligible", NA)))

msiuniv %>%
  mutate_if(is.numeric,as.factor)%>%
  mutate_if(is.character,as.factor)%>%
  select(`Institution Name`,`AANAPISI`, `AANAPISI F`,`ANNH`,`ANNH F`,`HBCU`,`HBCU Masters`, HBGI,HSI,`HSI STEM`,NASNTI, `NASNTI F` ,`PBI F`,`PBI A`,PPOHA,SIP,TCCU) %>%
  pivot_longer(cols = !`Institution Name`) %>%
  mutate(eligibility = if_else(value == 1 | value == 2| value == 3, "Ineligible", "NA")) %>%
  mutate(eligibility = if_else(value == 4 | value == '4R' |value == 5 | value == '5R', "Eligible or potentially eligible", eligibility))%>%
  mutate(eligibility = if_else(value == 6, "Current grantee", eligibility)) %>%
  mutate(eligibility = if_else(value == 0, "Undetermined", eligibility)) %>%
  group_by(eligibility, `Institution Name`) %>%
  #summarise(n = n(),sum = sum(n))%>%
  unique()
## # A tibble: 7,904 × 4
## # Groups:   eligibility, Institution Name [1,043]
##    `Institution Name` name         value eligibility
##    <fct>              <chr>        <fct> <chr>      
##  1 Auburn University  AANAPISI     1     Ineligible 
##  2 Auburn University  AANAPISI F   1     Ineligible 
##  3 Auburn University  ANNH         1     Ineligible 
##  4 Auburn University  ANNH F       1     Ineligible 
##  5 Auburn University  HBCU         2     Ineligible 
##  6 Auburn University  HBCU Masters 2     Ineligible 
##  7 Auburn University  HBGI         2     Ineligible 
##  8 Auburn University  HSI          1     Ineligible 
##  9 Auburn University  HSI STEM     1     Ineligible 
## 10 Auburn University  NASNTI       1     Ineligible 
## # … with 7,894 more rows
    #summarise(total = sum(sum))

msiuniv%>% unique()
## # A tibble: 536 × 61
##     ...1 AFF...2        AFF...3  Freq OPEID Issues ...7  Insti…¹ UnitID City  St    sector Type …² UG    Core …³ Fall …⁴
##    <dbl> <chr>          <chr>   <dbl> <chr> <chr>  <chr> <chr>    <dbl> <chr> <chr>  <dbl> <fct>   <chr>   <dbl>   <dbl>
##  1    65 AUBURN UNIV    AUBURN…     8 0010… <NA>   <NA>  Auburn… 100858 Aubu… AL         1 Pub 4yr Yes    8.92e8   26920
##  2   245 BIRMINGHAM SO… BIRMIN…     2 0010… <NA>   <NA>  Birmin… 100937 Birm… AL         2 Pri 4yr Yes    3.66e7    1276
##  3   758 UNIV WEST ALA… UNIVER…     1 0010… <NA>   <NA>  Univer… 101587 Livi… AL         1 Pub 4yr Yes    6.38e7    4395
##  4   588 TUSKEGEE UNIV  TUSKEG…     1 0010… <NA>   <NA>  Tuskeg… 102377 Tusk… AL         2 Pri 4yr Yes    1.12e8    3181
##  5   312 UNIV ALABAMA   THE UN…     2 0010… <NA>   <NA>  The Un… 100751 Tusc… AL         1 Pub 4yr Yes    8.77e8   35344
##  6   143 UNIV ALABAMA … UNIVER…     4 0010… <NA>   <NA>  Univer… 100663 Birm… AL         1 Pub 4yr Yes    1.23e9   16471
##  7     7 ARIZONA STATE… ARIZON…    43 0010… Multi… <NA>  Arizon… 104151 Tempe AZ         1 Pub 4yr Yes    1.74e9   47714
##  8   203 NO ARIZONA UN… NORTHE…     3 0010… <NA>   <NA>  Northe… 105330 Flag… AZ         1 Pub 4yr Yes    5.27e8   26699
##  9    44 UNIV ARIZONA   UNIVER…    12 0010… <NA>   <NA>  Univer… 104179 Tucs… AZ         1 Pub 4yr Yes    1.76e9   39290
## 10   339 ARKANSAS TECH… ARKANS…     1 0010… <NA>   <NA>  Arkans… 106467 Russ… AR         1 Pub 4yr Yes    1.21e8    8851
## # … with 526 more rows, 45 more variables: `Core Exp/FTE` <dbl>, `Core Exp/FTE Threshold` <dbl>,
## #   `Core Exp Elig?` <chr>, FT <dbl>, FTUG <dbl>, `Pell Recip` <dbl>, `Pell %` <dbl>, `Pell Threshold` <dbl>,
## #   `Pell Elig?` <chr>, `Pre-Elig?` <chr>, `Eligible for New T 3/5` <chr>, `Eligible/ Current Grant` <fct>,
## #   Eligible <chr>, `Native American UG Total` <dbl>, `Pacific Islander UG Total` <dbl>, `Asian UG Total` <dbl>,
## #   `AANAPISI UG Total` <dbl>, `AANAPISI UG %` <dbl>, `Native American UG %` <dbl>, `Pacific Islander %` <dbl>,
## #   `Hispanic FT UG Total` <dbl>, `Hispanic %` <dbl>, `Total Enroll` <dbl>, `Total Minority Enroll except Asian` <dbl>,
## #   `Total Minority except Asian %` <dbl>, `Black Enroll` <dbl>, `Black %` <dbl>, AANAPISI <chr>, `AANAPISI F` <chr>, …

What are the collaborative connections between institutions?

Affiliation <- results$Affiliations[1:10]
Affiliation <- as.data.frame(Affiliation) %>%
  mutate(
    color = case_when(
      row_number() == 1 ~ "#CFB87C",
      row_number() == 2 ~ "#18453B",
      row_number() == 3 ~ "#C5050C",
      row_number() == 4 ~ "#BA0C2F",
      row_number() == 5 ~ "#4b2e83",
      row_number() == 6 ~ "#8C1D40",
      row_number() == 7 ~ "#231161",
      row_number() == 8 ~ "#2774AE",
      row_number() == 9 ~ "#7a0019",
      row_number() == 10 ~ "#a51417",
      ## all others should be gray
      TRUE ~ "#6dbc90"
    ))

#Author affiliations
ggplot(Affiliation,aes(x = reorder(str_to_title(AFF), Freq), y = Freq)) +
  geom_col(aes(fill = color)) +
  geom_col(aes(fill = "white"), alpha = 0.7) +
  geom_col(aes(y =5, fill = color)) +
  geom_text(
    aes(label = reorder(str_to_title(AFF), Freq), y=0.13),
    hjust = 0, nudge_y = 6,
    size = 3.5, fontface = "bold",
    fill = "white", label.size = 0, color="black"
  ) +
  geom_text(
    aes(label = Freq),
    hjust = 0, nudge_y = .5,
    size = 3.5, fontface = "bold"
  ) +
  coord_flip() +
  theme_default +
  labs(
    x = NULL,
    y = NULL,
    title = "Top 10 author affiliations",
  )+
  scale_fill_identity(guide = "none") +
  scale_x_discrete(labels = NULL)+ 
  scale_y_continuous(labels = NULL)+
  theme(panel.grid.major.y = element_blank(),
        panel.grid.major.x = element_blank(),
        panel.grid.minor.x = element_blank(),
        legend.position = 'none',
        )
## Warning: Ignoring unknown parameters: fill, label.size

ggsave("figures/AffiliationsTopAuthors.jpg",
       device = "jpeg", dpi = 400,
       width = 7, height = 4,
       units = "in", limitsize = FALSE)

Most cited papers and journals

##                                                                                       [,1]
## FREEMAN S, 2014, P NATL ACAD SCI USA, V111, P8410, DOI 10.1073/PNAS.1319030111         151
## AMERICAN ASSOCIATION FOR THE ADVANCEMENT OF SCIENCE, 2011, VISION CHANGE UNDERG        149
## PRESIDENT'S COUNCIL OF ADVISORS ON SCIENCE AND TECHNOLOGY, 2012, ENGAGE EXCEL PRODUCI  103
## HANDELSMAN J, 2004, SCIENCE, V304, P521, DOI 10.1126/SCIENCE.1096022                    89
## AMERICAN ASSOCIATION FOR THE ADVANCEMENT OF SCIENCE, 2011, VIS CHANG UND BIOL E         86
## CROWE A, 2008, CBE-LIFE SCI EDUC, V7, P368, DOI 10.1187/CBE.08-05-0024                  81
## EDDY SL, 2014, CBE-LIFE SCI EDUC, V13, P453, DOI 10.1187/CBE.14-03-0050                 76
## HAAK DC, 2011, SCIENCE, V332, P1213, DOI 10.1126/SCIENCE.1204820                        74
## SEYMOUR E., 1997, TALKING LEAVING WHY                                                   72
## HAKE RR, 1998, AM J PHYS, V66, P64, DOI 10.1119/1.18809                                 69
## SMITH MK, 2008, CBE-LIFE SCI EDUC, V7, P422, DOI 10.1187/CBE.08-08-0045                 66
## AUCHINCLOSS LC, 2014, CBE-LIFE SCI EDUC, V13, P29, DOI 10.1187/CBE.14-01-0004           65
## KNIGHT JENNIFER K, 2005, CELL BIOL EDUC, V4, P298, DOI 10.1187/05-06-0082               65
## SEYMOUR E, 2004, SCI EDUC, V88, P493, DOI 10.1002/SCE.10131                             64
## RUSSELL SH, 2007, SCIENCE, V316, P548, DOI 10.1126/SCIENCE.1140384                      62
## FREEMAN SCOTT, 2007, CBE LIFE SCI EDUC, V6, P132, DOI 10.1187/CBE.06-09-0194            61
## HENDERSON C, 2011, J RES SCI TEACH, V48, P952, DOI 10.1002/TEA.20439                    59
## LOPATTO DAVID, 2007, CBE LIFE SCI EDUC, V6, P297, DOI 10.1187/CBE.07-06-0039            57
## HUNTER AB, 2007, SCI EDUC, V91, P36, DOI 10.1002/SCE.20173                              56
## BROWNELL SE, 2012, CBE-LIFE SCI EDUC, V11, P339, DOI 10.1187/CBE.12-09-0163             55
##                   [,1]
## CBE-LIFE SCI EDUC  751
## J RES SCI TEACH    506
## SCIENCE            321
## J COLL SCI TEACH   293
## INT J SCI EDUC     266
## J CHEM EDUC        265
## SCI EDUC           265
## J EDUC PSYCHOL     218
## AM BIOL TEACH      187
## NATURE             145

Multiple Correspondence Analysis

# Show how key words appear together using Multiple Correspondence Analysis
#Consider selecting only articles that have the keywords  associated 
CS30 <- bibliometrix::conceptualStructure(data, 
                          field ="ID", 
                          ngrams = 1, 
                          method = "MCA", 
                          minDegree= 30,
                          clust= "3", 
                          k.max=5, 
                          stemming= FALSE, 
                          labelsize=10, 
                          documents=10
                          )
## Warning: `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> = "none")` instead.

## Warning: ggrepel: 24 unlabeled data points (too many overlaps). Consider increasing max.overlaps

CS19 <- bibliometrix::conceptualStructure(data, 
                          field ="ID", 
                          ngrams = 1, 
                          method = "MCA", 
                          minDegree= 19,
                          clust= "3", 
                          k.max=5, 
                          stemming= FALSE, 
                          labelsize=10, 
                          documents=10
                          )
## Warning: ggrepel: 2 unlabeled data points (too many overlaps). Consider increasing max.overlaps
## `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> = "none")` instead.

## Warning: ggrepel: 24 unlabeled data points (too many overlaps). Consider increasing max.overlaps

ggsave("figures/CS30ConceptualStructure.png", plot = CS30$graph_terms, device = "png")
## Saving 7 x 5 in image
ggsave("figures/CS30ConceptualCluster.png", plot = CS30$graph_dendogram + coord_flip(), device = "png")
## Saving 7 x 5 in image
ggsave("figures/19ConceptualStructure.png", plot = CS19$graph_terms, device = "png")
## Saving 7 x 5 in image
## Warning: ggrepel: 2 unlabeled data points (too many overlaps). Consider increasing max.overlaps
ggsave("figures/19ConceptualCluster.png", plot = CS19$graph_dendogram + coord_flip(), device = "png")
## Saving 7 x 5 in image
hypened<-results$ID[results$ID>10] %>%
  row.names()%>%
  str_detect("-") 
spaced<- results$ID[results$ID>10] %>%
  row.names()%>%
  str_detect(" ")
compound<-results$ID[results$ID>10][hypened|spaced]%>%
  row.names()

compound <- compound[!compound %in% "UNDERGRADUATE RESEARCH EXPERIENCES"]
  
TitleTerms <- termExtraction(data, "TI",stemming = TRUE, keep.terms = compound) %>%
KeywordGrowth(Tag= "TI_TM", top = 1000) %>%
  pivot_longer(cols = !c('Year')) %>%
  group_by(Year) %>%
  mutate(sum = sum(value), perc = value / sum) %>%
  filter(value > 1) %>%
  filter(perc > 0.005)
## Tab
##      STUDENT       BIOLOG   UNDERGRADU       SCIENC     RESEARCH        LEARN        TEACH         EDUC       EXPERI 
##          361          336          236          222          216          186          167          118           92 
## INTRODUCTORI      DEVELOP         STEM       ASSESS      PROGRAM        MODEL       IMPROV      PRACTIC      ANALYSI 
##           89           85           83           73           58           54           53           53           51 
##        COURS       COLLEG     SCIENTIF    CLASSROOM       EFFECT      CONCEPT      FACULTI 
##           51           50           50           49           49           48           47
## Joining, by = "Tab"
SharedTerms <- TitleTerms %>%
  #select(Year,name) %>%
  group_by(name) %>%
  summarize(total = n()) %>%
  filter(total > 2)

TopTerms<- TitleTerms %>% 
  filter(name %in% SharedTerms$name) %>%
  group_by(Year) %>%
  arrange(value, .by_group = TRUE) %>%
  top_n(15)
## Selecting by perc
TitleText <- TitleTerms %>%
  group_by(name) %>%
  top_n(1, Year) %>%
  filter(name %in% SharedTerms$name)

TitleTerms %>% 
  filter(name %in% TopTerms$name) %>%
  ggplot(aes(Year, perc, group = name, color=name, fill=name, label = name))+
  geom_line() + 
  geom_text_repel(aes(label = name), data = . %>% group_by(name) %>% top_n(1, Year), 
                  size = 2, 
                  color = "black",
                  arrow = arrow(length = unit(0.02, "npc")),
                  box.padding = 0.5
                  )# + 
## Warning: ggrepel: 12 unlabeled data points (too many overlaps). Consider increasing max.overlaps

  #scale_y_log10(labels = label_percent()) + 
  
  #theme_default +
  labs(title = "Conceptual trends based on article titles")+
  theme(legend.position="none")
## NULL
ggsave("figures/TitleLineTrends.png", device = "png", dpi = 400,
       width = 7, height = 7,
       units = "in")
## Warning: ggrepel: 10 unlabeled data points (too many overlaps). Consider increasing max.overlaps
TitleTerms %>% 
  filter(name %in% TopTerms$name) %>%
  ggplot(aes(x=reorder(as.factor(str_to_sentence(name)),cumsum(value)),y = Year, group = name, color=name, fill=name, label = name, size = perc), alpha = 0.3)+
  #geom_violin(alpha = 0.3)+
  #geom_point() +
  #geom_line(alpha = 0.8, size = 0.5)+
  geom_violin(aes(scale = perc))+
  geom_text(aes(label = str_to_sentence(name)), data = . %>% group_by(name) %>% top_n(-1, Year), #%>% filter(Year > 2012), 
                  size = 2, 
                  color = "black",
                  #arrow = arrow(length = unit(0.02, "npc")),
                  #box.padding = 0.5
                  nudge_x = 0,hjust = -0)+
  scale_y_continuous(labels = label_date(format = "%y")) +
  scale_x_discrete()+
  coord_flip ()+
  theme_default +
  labs(title = "Conceptual trends based on article titles", y = NULL, x = NULL, )+
  theme(legend.position="none",
        axis.text.y = element_blank())
## Warning: Ignoring unknown aesthetics: scale

ggsave("figures/TitleTrends.png", width = 4, height = 7, device = "png")